[1] valid_0's auc: 0.889017 valid_0's binary_logloss: 0.51704 valid_1's auc: 0.893003 valid_1's binary_logloss: 0.508663
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.893661 valid_0's binary_logloss: 0.487821 valid_1's auc: 0.89789 valid_1's binary_logloss: 0.479031
[3] valid_0's auc: 0.895358 valid_0's binary_logloss: 0.46475 valid_1's auc: 0.900518 valid_1's binary_logloss: 0.455502
[4] valid_0's auc: 0.897521 valid_0's binary_logloss: 0.445439 valid_1's auc: 0.901053 valid_1's binary_logloss: 0.436218
[5] valid_0's auc: 0.898548 valid_0's binary_logloss: 0.429505 valid_1's auc: 0.902382 valid_1's binary_logloss: 0.42009
[6] valid_0's auc: 0.900136 valid_0's binary_logloss: 0.415702 valid_1's auc: 0.903689 valid_1's binary_logloss: 0.406213
[7] valid_0's auc: 0.901043 valid_0's binary_logloss: 0.403937 valid_1's auc: 0.904063 valid_1's binary_logloss: 0.394669
[8] valid_0's auc: 0.901915 valid_0's binary_logloss: 0.3937 valid_1's auc: 0.904593 valid_1's binary_logloss: 0.384593
[9] valid_0's auc: 0.902614 valid_0's binary_logloss: 0.384979 valid_1's auc: 0.905035 valid_1's binary_logloss: 0.376022
[10] valid_0's auc: 0.903685 valid_0's binary_logloss: 0.377086 valid_1's auc: 0.905329 valid_1's binary_logloss: 0.368898
[11] valid_0's auc: 0.904382 valid_0's binary_logloss: 0.370239 valid_1's auc: 0.90596 valid_1's binary_logloss: 0.362513
[12] valid_0's auc: 0.904928 valid_0's binary_logloss: 0.364202 valid_1's auc: 0.905891 valid_1's binary_logloss: 0.357052
[13] valid_0's auc: 0.905978 valid_0's binary_logloss: 0.358812 valid_1's auc: 0.906362 valid_1's binary_logloss: 0.352116
[14] valid_0's auc: 0.906802 valid_0's binary_logloss: 0.354021 valid_1's auc: 0.906936 valid_1's binary_logloss: 0.347742
[15] valid_0's auc: 0.907538 valid_0's binary_logloss: 0.349681 valid_1's auc: 0.907273 valid_1's binary_logloss: 0.343932
[16] valid_0's auc: 0.908292 valid_0's binary_logloss: 0.345783 valid_1's auc: 0.907608 valid_1's binary_logloss: 0.340528
[17] valid_0's auc: 0.908863 valid_0's binary_logloss: 0.342282 valid_1's auc: 0.907757 valid_1's binary_logloss: 0.337605
[18] valid_0's auc: 0.909461 valid_0's binary_logloss: 0.339098 valid_1's auc: 0.907848 valid_1's binary_logloss: 0.335112
[19] valid_0's auc: 0.910237 valid_0's binary_logloss: 0.336034 valid_1's auc: 0.908161 valid_1's binary_logloss: 0.332672
[20] valid_0's auc: 0.910715 valid_0's binary_logloss: 0.333413 valid_1's auc: 0.908313 valid_1's binary_logloss: 0.330645
[21] valid_0's auc: 0.911366 valid_0's binary_logloss: 0.330845 valid_1's auc: 0.908607 valid_1's binary_logloss: 0.328627
[22] valid_0's auc: 0.912021 valid_0's binary_logloss: 0.328523 valid_1's auc: 0.908751 valid_1's binary_logloss: 0.327038
[23] valid_0's auc: 0.912646 valid_0's binary_logloss: 0.326292 valid_1's auc: 0.908628 valid_1's binary_logloss: 0.325831
[24] valid_0's auc: 0.913278 valid_0's binary_logloss: 0.324304 valid_1's auc: 0.908781 valid_1's binary_logloss: 0.32467
[25] valid_0's auc: 0.913843 valid_0's binary_logloss: 0.322426 valid_1's auc: 0.908812 valid_1's binary_logloss: 0.323652
[26] valid_0's auc: 0.914506 valid_0's binary_logloss: 0.320639 valid_1's auc: 0.90896 valid_1's binary_logloss: 0.322552
[27] valid_0's auc: 0.915052 valid_0's binary_logloss: 0.31885 valid_1's auc: 0.909006 valid_1's binary_logloss: 0.321599
[28] valid_0's auc: 0.915538 valid_0's binary_logloss: 0.317377 valid_1's auc: 0.909137 valid_1's binary_logloss: 0.320806
[29] valid_0's auc: 0.915968 valid_0's binary_logloss: 0.316008 valid_1's auc: 0.909082 valid_1's binary_logloss: 0.320286
[30] valid_0's auc: 0.916492 valid_0's binary_logloss: 0.31461 valid_1's auc: 0.909175 valid_1's binary_logloss: 0.319621
[31] valid_0's auc: 0.917075 valid_0's binary_logloss: 0.313159 valid_1's auc: 0.909275 valid_1's binary_logloss: 0.318918
[32] valid_0's auc: 0.917512 valid_0's binary_logloss: 0.311901 valid_1's auc: 0.909333 valid_1's binary_logloss: 0.318398
[33] valid_0's auc: 0.918 valid_0's binary_logloss: 0.310673 valid_1's auc: 0.909367 valid_1's binary_logloss: 0.317966
[34] valid_0's auc: 0.918528 valid_0's binary_logloss: 0.309477 valid_1's auc: 0.909237 valid_1's binary_logloss: 0.317786
[35] valid_0's auc: 0.919055 valid_0's binary_logloss: 0.308316 valid_1's auc: 0.909123 valid_1's binary_logloss: 0.317654
[36] valid_0's auc: 0.919365 valid_0's binary_logloss: 0.307448 valid_1's auc: 0.909155 valid_1's binary_logloss: 0.317281
[37] valid_0's auc: 0.919825 valid_0's binary_logloss: 0.306478 valid_1's auc: 0.909343 valid_1's binary_logloss: 0.316821
[38] valid_0's auc: 0.920271 valid_0's binary_logloss: 0.305526 valid_1's auc: 0.909437 valid_1's binary_logloss: 0.316513
[39] valid_0's auc: 0.920677 valid_0's binary_logloss: 0.304586 valid_1's auc: 0.909464 valid_1's binary_logloss: 0.316293
[40] valid_0's auc: 0.921068 valid_0's binary_logloss: 0.30375 valid_1's auc: 0.909526 valid_1's binary_logloss: 0.315996
[41] valid_0's auc: 0.921527 valid_0's binary_logloss: 0.302745 valid_1's auc: 0.90966 valid_1's binary_logloss: 0.315655
[42] valid_0's auc: 0.921932 valid_0's binary_logloss: 0.301937 valid_1's auc: 0.909644 valid_1's binary_logloss: 0.315528
[43] valid_0's auc: 0.922366 valid_0's binary_logloss: 0.3011 valid_1's auc: 0.909709 valid_1's binary_logloss: 0.315324
[44] valid_0's auc: 0.922755 valid_0's binary_logloss: 0.300342 valid_1's auc: 0.909532 valid_1's binary_logloss: 0.315453
[45] valid_0's auc: 0.923242 valid_0's binary_logloss: 0.299449 valid_1's auc: 0.909569 valid_1's binary_logloss: 0.315285
[46] valid_0's auc: 0.923544 valid_0's binary_logloss: 0.298756 valid_1's auc: 0.909539 valid_1's binary_logloss: 0.315197
[47] valid_0's auc: 0.923919 valid_0's binary_logloss: 0.297998 valid_1's auc: 0.909628 valid_1's binary_logloss: 0.31498
[48] valid_0's auc: 0.924262 valid_0's binary_logloss: 0.297262 valid_1's auc: 0.909663 valid_1's binary_logloss: 0.314807
[49] valid_0's auc: 0.924661 valid_0's binary_logloss: 0.296542 valid_1's auc: 0.909755 valid_1's binary_logloss: 0.314616
[50] valid_0's auc: 0.925017 valid_0's binary_logloss: 0.295874 valid_1's auc: 0.909713 valid_1's binary_logloss: 0.314639
[51] valid_0's auc: 0.925359 valid_0's binary_logloss: 0.295233 valid_1's auc: 0.909493 valid_1's binary_logloss: 0.314825
[52] valid_0's auc: 0.925719 valid_0's binary_logloss: 0.294628 valid_1's auc: 0.909404 valid_1's binary_logloss: 0.314867
[53] valid_0's auc: 0.926122 valid_0's binary_logloss: 0.293895 valid_1's auc: 0.90943 valid_1's binary_logloss: 0.314754
[54] valid_0's auc: 0.926447 valid_0's binary_logloss: 0.293304 valid_1's auc: 0.909561 valid_1's binary_logloss: 0.314512
[55] valid_0's auc: 0.926659 valid_0's binary_logloss: 0.292857 valid_1's auc: 0.909517 valid_1's binary_logloss: 0.314527
[56] valid_0's auc: 0.926941 valid_0's binary_logloss: 0.292226 valid_1's auc: 0.909348 valid_1's binary_logloss: 0.314773
[57] valid_0's auc: 0.927147 valid_0's binary_logloss: 0.291777 valid_1's auc: 0.909267 valid_1's binary_logloss: 0.314803
[58] valid_0's auc: 0.927447 valid_0's binary_logloss: 0.291196 valid_1's auc: 0.909238 valid_1's binary_logloss: 0.314841
[59] valid_0's auc: 0.927863 valid_0's binary_logloss: 0.290525 valid_1's auc: 0.909232 valid_1's binary_logloss: 0.314834
[60] valid_0's auc: 0.928118 valid_0's binary_logloss: 0.290052 valid_1's auc: 0.909116 valid_1's binary_logloss: 0.315028
[61] valid_0's auc: 0.928339 valid_0's binary_logloss: 0.289638 valid_1's auc: 0.909179 valid_1's binary_logloss: 0.314917
[62] valid_0's auc: 0.928593 valid_0's binary_logloss: 0.289166 valid_1's auc: 0.909099 valid_1's binary_logloss: 0.314986
[63] valid_0's auc: 0.928901 valid_0's binary_logloss: 0.288682 valid_1's auc: 0.908944 valid_1's binary_logloss: 0.315209
[64] valid_0's auc: 0.929245 valid_0's binary_logloss: 0.28806 valid_1's auc: 0.908773 valid_1's binary_logloss: 0.315468
[65] valid_0's auc: 0.92953 valid_0's binary_logloss: 0.28757 valid_1's auc: 0.908723 valid_1's binary_logloss: 0.315524
[66] valid_0's auc: 0.929836 valid_0's binary_logloss: 0.287042 valid_1's auc: 0.908763 valid_1's binary_logloss: 0.315509
[67] valid_0's auc: 0.930135 valid_0's binary_logloss: 0.286531 valid_1's auc: 0.908675 valid_1's binary_logloss: 0.315624
[68] valid_0's auc: 0.930481 valid_0's binary_logloss: 0.285923 valid_1's auc: 0.908662 valid_1's binary_logloss: 0.315659
[69] valid_0's auc: 0.930765 valid_0's binary_logloss: 0.285448 valid_1's auc: 0.908655 valid_1's binary_logloss: 0.31564
[70] valid_0's auc: 0.931065 valid_0's binary_logloss: 0.284912 valid_1's auc: 0.908547 valid_1's binary_logloss: 0.315784
[71] valid_0's auc: 0.931291 valid_0's binary_logloss: 0.284481 valid_1's auc: 0.908536 valid_1's binary_logloss: 0.315807
[72] valid_0's auc: 0.931484 valid_0's binary_logloss: 0.284159 valid_1's auc: 0.908514 valid_1's binary_logloss: 0.315887
[73] valid_0's auc: 0.931726 valid_0's binary_logloss: 0.283669 valid_1's auc: 0.90851 valid_1's binary_logloss: 0.315903
[74] valid_0's auc: 0.932125 valid_0's binary_logloss: 0.282974 valid_1's auc: 0.908512 valid_1's binary_logloss: 0.315905
[75] valid_0's auc: 0.932428 valid_0's binary_logloss: 0.282409 valid_1's auc: 0.908514 valid_1's binary_logloss: 0.31589
[76] valid_0's auc: 0.932714 valid_0's binary_logloss: 0.281881 valid_1's auc: 0.90841 valid_1's binary_logloss: 0.316028
[77] valid_0's auc: 0.932943 valid_0's binary_logloss: 0.281395 valid_1's auc: 0.908388 valid_1's binary_logloss: 0.316051
[78] valid_0's auc: 0.933236 valid_0's binary_logloss: 0.280842 valid_1's auc: 0.908358 valid_1's binary_logloss: 0.316065
[79] valid_0's auc: 0.933504 valid_0's binary_logloss: 0.280386 valid_1's auc: 0.908366 valid_1's binary_logloss: 0.316032
[80] valid_0's auc: 0.933789 valid_0's binary_logloss: 0.279887 valid_1's auc: 0.908329 valid_1's binary_logloss: 0.31616
[81] valid_0's auc: 0.934074 valid_0's binary_logloss: 0.279392 valid_1's auc: 0.90824 valid_1's binary_logloss: 0.316318
[82] valid_0's auc: 0.934475 valid_0's binary_logloss: 0.278776 valid_1's auc: 0.907988 valid_1's binary_logloss: 0.316662
[83] valid_0's auc: 0.934643 valid_0's binary_logloss: 0.278377 valid_1's auc: 0.907947 valid_1's binary_logloss: 0.316766
[84] valid_0's auc: 0.935033 valid_0's binary_logloss: 0.277684 valid_1's auc: 0.907887 valid_1's binary_logloss: 0.316834
[85] valid_0's auc: 0.935339 valid_0's binary_logloss: 0.277139 valid_1's auc: 0.907938 valid_1's binary_logloss: 0.316819
[86] valid_0's auc: 0.935647 valid_0's binary_logloss: 0.276578 valid_1's auc: 0.907885 valid_1's binary_logloss: 0.316874
[87] valid_0's auc: 0.935948 valid_0's binary_logloss: 0.276046 valid_1's auc: 0.907951 valid_1's binary_logloss: 0.316769
[88] valid_0's auc: 0.936226 valid_0's binary_logloss: 0.275577 valid_1's auc: 0.907882 valid_1's binary_logloss: 0.316912
[89] valid_0's auc: 0.936536 valid_0's binary_logloss: 0.27507 valid_1's auc: 0.907904 valid_1's binary_logloss: 0.316884
[90] valid_0's auc: 0.936798 valid_0's binary_logloss: 0.274596 valid_1's auc: 0.907794 valid_1's binary_logloss: 0.317093
[91] valid_0's auc: 0.937008 valid_0's binary_logloss: 0.274182 valid_1's auc: 0.907779 valid_1's binary_logloss: 0.317153
[92] valid_0's auc: 0.937247 valid_0's binary_logloss: 0.273779 valid_1's auc: 0.907703 valid_1's binary_logloss: 0.317298
[93] valid_0's auc: 0.93754 valid_0's binary_logloss: 0.273258 valid_1's auc: 0.907675 valid_1's binary_logloss: 0.317343
[94] valid_0's auc: 0.937791 valid_0's binary_logloss: 0.272782 valid_1's auc: 0.907733 valid_1's binary_logloss: 0.317316
[95] valid_0's auc: 0.938034 valid_0's binary_logloss: 0.272319 valid_1's auc: 0.907771 valid_1's binary_logloss: 0.317292
[96] valid_0's auc: 0.938271 valid_0's binary_logloss: 0.271854 valid_1's auc: 0.90773 valid_1's binary_logloss: 0.317378
[97] valid_0's auc: 0.938571 valid_0's binary_logloss: 0.271365 valid_1's auc: 0.907774 valid_1's binary_logloss: 0.317329
[98] valid_0's auc: 0.938902 valid_0's binary_logloss: 0.270772 valid_1's auc: 0.90797 valid_1's binary_logloss: 0.317015
[99] valid_0's auc: 0.939057 valid_0's binary_logloss: 0.270461 valid_1's auc: 0.907972 valid_1's binary_logloss: 0.317001
[100] valid_0's auc: 0.939282 valid_0's binary_logloss: 0.270065 valid_1's auc: 0.907951 valid_1's binary_logloss: 0.317056
[101] valid_0's auc: 0.939464 valid_0's binary_logloss: 0.26966 valid_1's auc: 0.90779 valid_1's binary_logloss: 0.317329
[102] valid_0's auc: 0.939653 valid_0's binary_logloss: 0.269343 valid_1's auc: 0.907688 valid_1's binary_logloss: 0.317496
[103] valid_0's auc: 0.939842 valid_0's binary_logloss: 0.269011 valid_1's auc: 0.907626 valid_1's binary_logloss: 0.317627
[104] valid_0's auc: 0.94004 valid_0's binary_logloss: 0.268624 valid_1's auc: 0.907666 valid_1's binary_logloss: 0.317601
[105] valid_0's auc: 0.940256 valid_0's binary_logloss: 0.268225 valid_1's auc: 0.907613 valid_1's binary_logloss: 0.317696
[106] valid_0's auc: 0.940548 valid_0's binary_logloss: 0.267708 valid_1's auc: 0.907647 valid_1's binary_logloss: 0.317633
[107] valid_0's auc: 0.940765 valid_0's binary_logloss: 0.267305 valid_1's auc: 0.907681 valid_1's binary_logloss: 0.317608
[108] valid_0's auc: 0.940982 valid_0's binary_logloss: 0.266889 valid_1's auc: 0.90761 valid_1's binary_logloss: 0.317756
[109] valid_0's auc: 0.94119 valid_0's binary_logloss: 0.266491 valid_1's auc: 0.907583 valid_1's binary_logloss: 0.317823
[110] valid_0's auc: 0.941413 valid_0's binary_logloss: 0.266082 valid_1's auc: 0.90756 valid_1's binary_logloss: 0.317867
[111] valid_0's auc: 0.941553 valid_0's binary_logloss: 0.265822 valid_1's auc: 0.90756 valid_1's binary_logloss: 0.317877
[112] valid_0's auc: 0.941791 valid_0's binary_logloss: 0.265416 valid_1's auc: 0.907567 valid_1's binary_logloss: 0.317896
[113] valid_0's auc: 0.941943 valid_0's binary_logloss: 0.265093 valid_1's auc: 0.907545 valid_1's binary_logloss: 0.317969
[114] valid_0's auc: 0.942174 valid_0's binary_logloss: 0.264669 valid_1's auc: 0.90751 valid_1's binary_logloss: 0.318083
[115] valid_0's auc: 0.942316 valid_0's binary_logloss: 0.264399 valid_1's auc: 0.907497 valid_1's binary_logloss: 0.318134
[116] valid_0's auc: 0.942492 valid_0's binary_logloss: 0.264052 valid_1's auc: 0.907444 valid_1's binary_logloss: 0.318205
[117] valid_0's auc: 0.942663 valid_0's binary_logloss: 0.2637 valid_1's auc: 0.90745 valid_1's binary_logloss: 0.318214
[118] valid_0's auc: 0.942891 valid_0's binary_logloss: 0.263308 valid_1's auc: 0.907382 valid_1's binary_logloss: 0.3183
[119] valid_0's auc: 0.943086 valid_0's binary_logloss: 0.262949 valid_1's auc: 0.907409 valid_1's binary_logloss: 0.318284
[120] valid_0's auc: 0.943308 valid_0's binary_logloss: 0.262541 valid_1's auc: 0.907451 valid_1's binary_logloss: 0.318262
[121] valid_0's auc: 0.943457 valid_0's binary_logloss: 0.262217 valid_1's auc: 0.907396 valid_1's binary_logloss: 0.318417
[122] valid_0's auc: 0.943611 valid_0's binary_logloss: 0.261921 valid_1's auc: 0.907383 valid_1's binary_logloss: 0.31846
[123] valid_0's auc: 0.943818 valid_0's binary_logloss: 0.261558 valid_1's auc: 0.907379 valid_1's binary_logloss: 0.318468
[124] valid_0's auc: 0.944111 valid_0's binary_logloss: 0.261062 valid_1's auc: 0.907386 valid_1's binary_logloss: 0.318455
[125] valid_0's auc: 0.944236 valid_0's binary_logloss: 0.26077 valid_1's auc: 0.907281 valid_1's binary_logloss: 0.318719
[126] valid_0's auc: 0.944379 valid_0's binary_logloss: 0.260453 valid_1's auc: 0.907227 valid_1's binary_logloss: 0.318839
[127] valid_0's auc: 0.944544 valid_0's binary_logloss: 0.260075 valid_1's auc: 0.90716 valid_1's binary_logloss: 0.318955
[128] valid_0's auc: 0.944774 valid_0's binary_logloss: 0.25963 valid_1's auc: 0.907052 valid_1's binary_logloss: 0.319164
[129] valid_0's auc: 0.944911 valid_0's binary_logloss: 0.259355 valid_1's auc: 0.906971 valid_1's binary_logloss: 0.319325
[130] valid_0's auc: 0.945108 valid_0's binary_logloss: 0.258953 valid_1's auc: 0.906841 valid_1's binary_logloss: 0.319601
[131] valid_0's auc: 0.945258 valid_0's binary_logloss: 0.25867 valid_1's auc: 0.906801 valid_1's binary_logloss: 0.319688
[132] valid_0's auc: 0.945446 valid_0's binary_logloss: 0.258318 valid_1's auc: 0.906762 valid_1's binary_logloss: 0.319781
[133] valid_0's auc: 0.945699 valid_0's binary_logloss: 0.257864 valid_1's auc: 0.906818 valid_1's binary_logloss: 0.319698
[134] valid_0's auc: 0.945975 valid_0's binary_logloss: 0.257359 valid_1's auc: 0.906692 valid_1's binary_logloss: 0.319899
[135] valid_0's auc: 0.946145 valid_0's binary_logloss: 0.257045 valid_1's auc: 0.9067 valid_1's binary_logloss: 0.319919
[136] valid_0's auc: 0.94628 valid_0's binary_logloss: 0.256771 valid_1's auc: 0.906535 valid_1's binary_logloss: 0.320198
[137] valid_0's auc: 0.94641 valid_0's binary_logloss: 0.256444 valid_1's auc: 0.906571 valid_1's binary_logloss: 0.320166
[138] valid_0's auc: 0.946543 valid_0's binary_logloss: 0.256174 valid_1's auc: 0.906514 valid_1's binary_logloss: 0.320288
[139] valid_0's auc: 0.946642 valid_0's binary_logloss: 0.25599 valid_1's auc: 0.906455 valid_1's binary_logloss: 0.320412
[140] valid_0's auc: 0.946828 valid_0's binary_logloss: 0.255669 valid_1's auc: 0.90647 valid_1's binary_logloss: 0.320413
[141] valid_0's auc: 0.946928 valid_0's binary_logloss: 0.255444 valid_1's auc: 0.906436 valid_1's binary_logloss: 0.3205
[142] valid_0's auc: 0.947042 valid_0's binary_logloss: 0.255206 valid_1's auc: 0.906401 valid_1's binary_logloss: 0.320529
[143] valid_0's auc: 0.947164 valid_0's binary_logloss: 0.254923 valid_1's auc: 0.906416 valid_1's binary_logloss: 0.320549
[144] valid_0's auc: 0.947268 valid_0's binary_logloss: 0.254669 valid_1's auc: 0.906445 valid_1's binary_logloss: 0.320565
[145] valid_0's auc: 0.947509 valid_0's binary_logloss: 0.254222 valid_1's auc: 0.906399 valid_1's binary_logloss: 0.320627
[146] valid_0's auc: 0.947605 valid_0's binary_logloss: 0.254007 valid_1's auc: 0.906355 valid_1's binary_logloss: 0.320733
[147] valid_0's auc: 0.94773 valid_0's binary_logloss: 0.25373 valid_1's auc: 0.90634 valid_1's binary_logloss: 0.320766
[148] valid_0's auc: 0.947901 valid_0's binary_logloss: 0.253409 valid_1's auc: 0.90626 valid_1's binary_logloss: 0.320963
[149] valid_0's auc: 0.948078 valid_0's binary_logloss: 0.253064 valid_1's auc: 0.906183 valid_1's binary_logloss: 0.321127
Early stopping, best iteration is:
[49] valid_0's auc: 0.924661 valid_0's binary_logloss: 0.296542 valid_1's auc: 0.909755 valid_1's binary_logloss: 0.314616
[1] valid_0's auc: 0.888162 valid_0's binary_logloss: 0.517463 valid_1's auc: 0.894517 valid_1's binary_logloss: 0.508366
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891775 valid_0's binary_logloss: 0.488624 valid_1's auc: 0.896817 valid_1's binary_logloss: 0.47901
[3] valid_0's auc: 0.89565 valid_0's binary_logloss: 0.465045 valid_1's auc: 0.899721 valid_1's binary_logloss: 0.4552
[4] valid_0's auc: 0.896702 valid_0's binary_logloss: 0.445723 valid_1's auc: 0.900399 valid_1's binary_logloss: 0.436017
[5] valid_0's auc: 0.898238 valid_0's binary_logloss: 0.429424 valid_1's auc: 0.901062 valid_1's binary_logloss: 0.419756
[6] valid_0's auc: 0.899111 valid_0's binary_logloss: 0.415791 valid_1's auc: 0.901759 valid_1's binary_logloss: 0.406127
[7] valid_0's auc: 0.899871 valid_0's binary_logloss: 0.404216 valid_1's auc: 0.90188 valid_1's binary_logloss: 0.394702
[8] valid_0's auc: 0.900845 valid_0's binary_logloss: 0.39409 valid_1's auc: 0.90346 valid_1's binary_logloss: 0.384765
[9] valid_0's auc: 0.901696 valid_0's binary_logloss: 0.385334 valid_1's auc: 0.903827 valid_1's binary_logloss: 0.376385
[10] valid_0's auc: 0.902434 valid_0's binary_logloss: 0.37758 valid_1's auc: 0.903959 valid_1's binary_logloss: 0.369052
[11] valid_0's auc: 0.902902 valid_0's binary_logloss: 0.370971 valid_1's auc: 0.903836 valid_1's binary_logloss: 0.362978
[12] valid_0's auc: 0.903909 valid_0's binary_logloss: 0.36487 valid_1's auc: 0.904482 valid_1's binary_logloss: 0.357409
[13] valid_0's auc: 0.904882 valid_0's binary_logloss: 0.359514 valid_1's auc: 0.905256 valid_1's binary_logloss: 0.352658
[14] valid_0's auc: 0.90553 valid_0's binary_logloss: 0.354805 valid_1's auc: 0.905299 valid_1's binary_logloss: 0.348578
[15] valid_0's auc: 0.906178 valid_0's binary_logloss: 0.35052 valid_1's auc: 0.905473 valid_1's binary_logloss: 0.344935
[16] valid_0's auc: 0.906821 valid_0's binary_logloss: 0.346738 valid_1's auc: 0.905714 valid_1's binary_logloss: 0.341641
[17] valid_0's auc: 0.907218 valid_0's binary_logloss: 0.343324 valid_1's auc: 0.905981 valid_1's binary_logloss: 0.338602
[18] valid_0's auc: 0.907824 valid_0's binary_logloss: 0.340224 valid_1's auc: 0.906424 valid_1's binary_logloss: 0.335775
[19] valid_0's auc: 0.908712 valid_0's binary_logloss: 0.337156 valid_1's auc: 0.906618 valid_1's binary_logloss: 0.333646
[20] valid_0's auc: 0.909527 valid_0's binary_logloss: 0.334344 valid_1's auc: 0.906828 valid_1's binary_logloss: 0.3317
[21] valid_0's auc: 0.910443 valid_0's binary_logloss: 0.331731 valid_1's auc: 0.906939 valid_1's binary_logloss: 0.330161
[22] valid_0's auc: 0.910947 valid_0's binary_logloss: 0.329448 valid_1's auc: 0.907265 valid_1's binary_logloss: 0.328201
[23] valid_0's auc: 0.911697 valid_0's binary_logloss: 0.327086 valid_1's auc: 0.907698 valid_1's binary_logloss: 0.326356
[24] valid_0's auc: 0.912328 valid_0's binary_logloss: 0.32508 valid_1's auc: 0.907568 valid_1's binary_logloss: 0.325342
[25] valid_0's auc: 0.912926 valid_0's binary_logloss: 0.323227 valid_1's auc: 0.907794 valid_1's binary_logloss: 0.324101
[26] valid_0's auc: 0.913607 valid_0's binary_logloss: 0.321347 valid_1's auc: 0.90807 valid_1's binary_logloss: 0.322949
[27] valid_0's auc: 0.91415 valid_0's binary_logloss: 0.31972 valid_1's auc: 0.908277 valid_1's binary_logloss: 0.321966
[28] valid_0's auc: 0.914784 valid_0's binary_logloss: 0.318077 valid_1's auc: 0.908349 valid_1's binary_logloss: 0.32121
[29] valid_0's auc: 0.915309 valid_0's binary_logloss: 0.31659 valid_1's auc: 0.908294 valid_1's binary_logloss: 0.32068
[30] valid_0's auc: 0.915713 valid_0's binary_logloss: 0.315286 valid_1's auc: 0.908241 valid_1's binary_logloss: 0.320096
[31] valid_0's auc: 0.916226 valid_0's binary_logloss: 0.313975 valid_1's auc: 0.908428 valid_1's binary_logloss: 0.319403
[32] valid_0's auc: 0.916673 valid_0's binary_logloss: 0.312816 valid_1's auc: 0.908384 valid_1's binary_logloss: 0.318979
[33] valid_0's auc: 0.917163 valid_0's binary_logloss: 0.311675 valid_1's auc: 0.908571 valid_1's binary_logloss: 0.318438
[34] valid_0's auc: 0.917665 valid_0's binary_logloss: 0.310498 valid_1's auc: 0.908638 valid_1's binary_logloss: 0.317976
[35] valid_0's auc: 0.918171 valid_0's binary_logloss: 0.309348 valid_1's auc: 0.908817 valid_1's binary_logloss: 0.31745
[36] valid_0's auc: 0.91863 valid_0's binary_logloss: 0.308417 valid_1's auc: 0.908817 valid_1's binary_logloss: 0.317311
[37] valid_0's auc: 0.919111 valid_0's binary_logloss: 0.307321 valid_1's auc: 0.908748 valid_1's binary_logloss: 0.317071
[38] valid_0's auc: 0.91946 valid_0's binary_logloss: 0.306449 valid_1's auc: 0.908845 valid_1's binary_logloss: 0.316672
[39] valid_0's auc: 0.919842 valid_0's binary_logloss: 0.305636 valid_1's auc: 0.908983 valid_1's binary_logloss: 0.316353
[40] valid_0's auc: 0.920294 valid_0's binary_logloss: 0.304729 valid_1's auc: 0.909098 valid_1's binary_logloss: 0.31599
[41] valid_0's auc: 0.920811 valid_0's binary_logloss: 0.303773 valid_1's auc: 0.90906 valid_1's binary_logloss: 0.315911
[42] valid_0's auc: 0.921343 valid_0's binary_logloss: 0.302763 valid_1's auc: 0.90908 valid_1's binary_logloss: 0.315786
[43] valid_0's auc: 0.921758 valid_0's binary_logloss: 0.301888 valid_1's auc: 0.909049 valid_1's binary_logloss: 0.315709
[44] valid_0's auc: 0.92204 valid_0's binary_logloss: 0.301183 valid_1's auc: 0.908912 valid_1's binary_logloss: 0.315745
[45] valid_0's auc: 0.922419 valid_0's binary_logloss: 0.300435 valid_1's auc: 0.908877 valid_1's binary_logloss: 0.315749
[46] valid_0's auc: 0.922865 valid_0's binary_logloss: 0.29962 valid_1's auc: 0.908874 valid_1's binary_logloss: 0.31561
[47] valid_0's auc: 0.923193 valid_0's binary_logloss: 0.298963 valid_1's auc: 0.908929 valid_1's binary_logloss: 0.315383
[48] valid_0's auc: 0.923597 valid_0's binary_logloss: 0.298199 valid_1's auc: 0.908912 valid_1's binary_logloss: 0.315339
[49] valid_0's auc: 0.923913 valid_0's binary_logloss: 0.297567 valid_1's auc: 0.908893 valid_1's binary_logloss: 0.31527
[50] valid_0's auc: 0.924356 valid_0's binary_logloss: 0.2968 valid_1's auc: 0.9089 valid_1's binary_logloss: 0.315207
[51] valid_0's auc: 0.924734 valid_0's binary_logloss: 0.296127 valid_1's auc: 0.908953 valid_1's binary_logloss: 0.315072
[52] valid_0's auc: 0.925154 valid_0's binary_logloss: 0.295422 valid_1's auc: 0.908955 valid_1's binary_logloss: 0.31503
[53] valid_0's auc: 0.925516 valid_0's binary_logloss: 0.294784 valid_1's auc: 0.908904 valid_1's binary_logloss: 0.315061
[54] valid_0's auc: 0.92585 valid_0's binary_logloss: 0.294194 valid_1's auc: 0.908859 valid_1's binary_logloss: 0.315076
[55] valid_0's auc: 0.926177 valid_0's binary_logloss: 0.293527 valid_1's auc: 0.908784 valid_1's binary_logloss: 0.315121
[56] valid_0's auc: 0.926598 valid_0's binary_logloss: 0.292814 valid_1's auc: 0.908609 valid_1's binary_logloss: 0.315329
[57] valid_0's auc: 0.926908 valid_0's binary_logloss: 0.292244 valid_1's auc: 0.908552 valid_1's binary_logloss: 0.315385
[58] valid_0's auc: 0.92718 valid_0's binary_logloss: 0.29169 valid_1's auc: 0.908429 valid_1's binary_logloss: 0.315558
[59] valid_0's auc: 0.9275 valid_0's binary_logloss: 0.291146 valid_1's auc: 0.908317 valid_1's binary_logloss: 0.315749
[60] valid_0's auc: 0.927861 valid_0's binary_logloss: 0.290496 valid_1's auc: 0.908327 valid_1's binary_logloss: 0.315769
[61] valid_0's auc: 0.928184 valid_0's binary_logloss: 0.289871 valid_1's auc: 0.908445 valid_1's binary_logloss: 0.315546
[62] valid_0's auc: 0.928472 valid_0's binary_logloss: 0.289368 valid_1's auc: 0.908297 valid_1's binary_logloss: 0.315713
[63] valid_0's auc: 0.928792 valid_0's binary_logloss: 0.288778 valid_1's auc: 0.908433 valid_1's binary_logloss: 0.315492
[64] valid_0's auc: 0.92907 valid_0's binary_logloss: 0.288238 valid_1's auc: 0.908346 valid_1's binary_logloss: 0.315636
[65] valid_0's auc: 0.929315 valid_0's binary_logloss: 0.287762 valid_1's auc: 0.908322 valid_1's binary_logloss: 0.315684
[66] valid_0's auc: 0.929495 valid_0's binary_logloss: 0.287413 valid_1's auc: 0.908388 valid_1's binary_logloss: 0.315607
[67] valid_0's auc: 0.929788 valid_0's binary_logloss: 0.286874 valid_1's auc: 0.90837 valid_1's binary_logloss: 0.315623
[68] valid_0's auc: 0.929989 valid_0's binary_logloss: 0.28647 valid_1's auc: 0.908212 valid_1's binary_logloss: 0.315785
[69] valid_0's auc: 0.930058 valid_0's binary_logloss: 0.286302 valid_1's auc: 0.908199 valid_1's binary_logloss: 0.315851
[70] valid_0's auc: 0.930309 valid_0's binary_logloss: 0.285833 valid_1's auc: 0.908131 valid_1's binary_logloss: 0.315997
[71] valid_0's auc: 0.930538 valid_0's binary_logloss: 0.285429 valid_1's auc: 0.908139 valid_1's binary_logloss: 0.315946
[72] valid_0's auc: 0.930969 valid_0's binary_logloss: 0.284737 valid_1's auc: 0.907944 valid_1's binary_logloss: 0.316218
[73] valid_0's auc: 0.931303 valid_0's binary_logloss: 0.284157 valid_1's auc: 0.907839 valid_1's binary_logloss: 0.316337
[74] valid_0's auc: 0.931561 valid_0's binary_logloss: 0.283726 valid_1's auc: 0.90766 valid_1's binary_logloss: 0.31665
[75] valid_0's auc: 0.931854 valid_0's binary_logloss: 0.283125 valid_1's auc: 0.907645 valid_1's binary_logloss: 0.316665
[76] valid_0's auc: 0.93219 valid_0's binary_logloss: 0.28254 valid_1's auc: 0.907645 valid_1's binary_logloss: 0.316688
[77] valid_0's auc: 0.932539 valid_0's binary_logloss: 0.281959 valid_1's auc: 0.907628 valid_1's binary_logloss: 0.316669
[78] valid_0's auc: 0.932688 valid_0's binary_logloss: 0.281681 valid_1's auc: 0.907598 valid_1's binary_logloss: 0.316786
[79] valid_0's auc: 0.932987 valid_0's binary_logloss: 0.281165 valid_1's auc: 0.907392 valid_1's binary_logloss: 0.317074
[80] valid_0's auc: 0.933283 valid_0's binary_logloss: 0.280667 valid_1's auc: 0.907383 valid_1's binary_logloss: 0.317125
[81] valid_0's auc: 0.93356 valid_0's binary_logloss: 0.280124 valid_1's auc: 0.907407 valid_1's binary_logloss: 0.317118
[82] valid_0's auc: 0.933729 valid_0's binary_logloss: 0.27981 valid_1's auc: 0.907365 valid_1's binary_logloss: 0.317157
[83] valid_0's auc: 0.933951 valid_0's binary_logloss: 0.279427 valid_1's auc: 0.907249 valid_1's binary_logloss: 0.317349
[84] valid_0's auc: 0.93428 valid_0's binary_logloss: 0.278817 valid_1's auc: 0.907211 valid_1's binary_logloss: 0.317478
[85] valid_0's auc: 0.934535 valid_0's binary_logloss: 0.278351 valid_1's auc: 0.907194 valid_1's binary_logloss: 0.317518
[86] valid_0's auc: 0.934766 valid_0's binary_logloss: 0.277917 valid_1's auc: 0.907124 valid_1's binary_logloss: 0.317617
[87] valid_0's auc: 0.934904 valid_0's binary_logloss: 0.277594 valid_1's auc: 0.907145 valid_1's binary_logloss: 0.317597
[88] valid_0's auc: 0.935191 valid_0's binary_logloss: 0.277146 valid_1's auc: 0.907086 valid_1's binary_logloss: 0.317702
[89] valid_0's auc: 0.935425 valid_0's binary_logloss: 0.276714 valid_1's auc: 0.907046 valid_1's binary_logloss: 0.31778
[90] valid_0's auc: 0.935691 valid_0's binary_logloss: 0.276288 valid_1's auc: 0.907033 valid_1's binary_logloss: 0.317811
[91] valid_0's auc: 0.935993 valid_0's binary_logloss: 0.275785 valid_1's auc: 0.906841 valid_1's binary_logloss: 0.318086
[92] valid_0's auc: 0.93631 valid_0's binary_logloss: 0.275191 valid_1's auc: 0.906823 valid_1's binary_logloss: 0.318185
[93] valid_0's auc: 0.936559 valid_0's binary_logloss: 0.27475 valid_1's auc: 0.906683 valid_1's binary_logloss: 0.318432
[94] valid_0's auc: 0.9368 valid_0's binary_logloss: 0.274249 valid_1's auc: 0.906465 valid_1's binary_logloss: 0.318792
[95] valid_0's auc: 0.937079 valid_0's binary_logloss: 0.273763 valid_1's auc: 0.906326 valid_1's binary_logloss: 0.319
[96] valid_0's auc: 0.937303 valid_0's binary_logloss: 0.273353 valid_1's auc: 0.906221 valid_1's binary_logloss: 0.319194
[97] valid_0's auc: 0.937559 valid_0's binary_logloss: 0.27293 valid_1's auc: 0.906232 valid_1's binary_logloss: 0.319209
[98] valid_0's auc: 0.937754 valid_0's binary_logloss: 0.272493 valid_1's auc: 0.906164 valid_1's binary_logloss: 0.319334
[99] valid_0's auc: 0.93791 valid_0's binary_logloss: 0.2722 valid_1's auc: 0.90605 valid_1's binary_logloss: 0.319501
[100] valid_0's auc: 0.938159 valid_0's binary_logloss: 0.271784 valid_1's auc: 0.905986 valid_1's binary_logloss: 0.319579
[101] valid_0's auc: 0.93834 valid_0's binary_logloss: 0.271467 valid_1's auc: 0.905871 valid_1's binary_logloss: 0.319773
[102] valid_0's auc: 0.938551 valid_0's binary_logloss: 0.271091 valid_1's auc: 0.90591 valid_1's binary_logloss: 0.319711
[103] valid_0's auc: 0.938745 valid_0's binary_logloss: 0.270727 valid_1's auc: 0.905752 valid_1's binary_logloss: 0.319973
[104] valid_0's auc: 0.938965 valid_0's binary_logloss: 0.270314 valid_1's auc: 0.905744 valid_1's binary_logloss: 0.320034
[105] valid_0's auc: 0.939123 valid_0's binary_logloss: 0.269968 valid_1's auc: 0.905603 valid_1's binary_logloss: 0.320261
[106] valid_0's auc: 0.939273 valid_0's binary_logloss: 0.269706 valid_1's auc: 0.905568 valid_1's binary_logloss: 0.320337
[107] valid_0's auc: 0.939492 valid_0's binary_logloss: 0.269319 valid_1's auc: 0.905518 valid_1's binary_logloss: 0.320434
[108] valid_0's auc: 0.939671 valid_0's binary_logloss: 0.269021 valid_1's auc: 0.905511 valid_1's binary_logloss: 0.320428
[109] valid_0's auc: 0.939813 valid_0's binary_logloss: 0.268694 valid_1's auc: 0.905424 valid_1's binary_logloss: 0.320587
[110] valid_0's auc: 0.940145 valid_0's binary_logloss: 0.268135 valid_1's auc: 0.905397 valid_1's binary_logloss: 0.320657
[111] valid_0's auc: 0.940341 valid_0's binary_logloss: 0.26777 valid_1's auc: 0.905378 valid_1's binary_logloss: 0.320705
[112] valid_0's auc: 0.940525 valid_0's binary_logloss: 0.267399 valid_1's auc: 0.905252 valid_1's binary_logloss: 0.320937
[113] valid_0's auc: 0.940659 valid_0's binary_logloss: 0.267129 valid_1's auc: 0.905158 valid_1's binary_logloss: 0.321088
[114] valid_0's auc: 0.940891 valid_0's binary_logloss: 0.266714 valid_1's auc: 0.905079 valid_1's binary_logloss: 0.321191
[115] valid_0's auc: 0.941086 valid_0's binary_logloss: 0.266363 valid_1's auc: 0.90508 valid_1's binary_logloss: 0.321189
[116] valid_0's auc: 0.941246 valid_0's binary_logloss: 0.266046 valid_1's auc: 0.904924 valid_1's binary_logloss: 0.321468
[117] valid_0's auc: 0.941569 valid_0's binary_logloss: 0.265525 valid_1's auc: 0.90486 valid_1's binary_logloss: 0.321575
[118] valid_0's auc: 0.941695 valid_0's binary_logloss: 0.265262 valid_1's auc: 0.904891 valid_1's binary_logloss: 0.321602
[119] valid_0's auc: 0.941889 valid_0's binary_logloss: 0.264936 valid_1's auc: 0.904803 valid_1's binary_logloss: 0.321722
[120] valid_0's auc: 0.942127 valid_0's binary_logloss: 0.264532 valid_1's auc: 0.904714 valid_1's binary_logloss: 0.321947
[121] valid_0's auc: 0.942304 valid_0's binary_logloss: 0.264224 valid_1's auc: 0.904662 valid_1's binary_logloss: 0.322021
[122] valid_0's auc: 0.942435 valid_0's binary_logloss: 0.26397 valid_1's auc: 0.904669 valid_1's binary_logloss: 0.322066
[123] valid_0's auc: 0.942591 valid_0's binary_logloss: 0.26366 valid_1's auc: 0.9046 valid_1's binary_logloss: 0.322223
[124] valid_0's auc: 0.942812 valid_0's binary_logloss: 0.263272 valid_1's auc: 0.90453 valid_1's binary_logloss: 0.32237
[125] valid_0's auc: 0.943025 valid_0's binary_logloss: 0.26288 valid_1's auc: 0.904411 valid_1's binary_logloss: 0.322594
[126] valid_0's auc: 0.943194 valid_0's binary_logloss: 0.262559 valid_1's auc: 0.904302 valid_1's binary_logloss: 0.322759
[127] valid_0's auc: 0.943377 valid_0's binary_logloss: 0.262223 valid_1's auc: 0.904272 valid_1's binary_logloss: 0.322846
[128] valid_0's auc: 0.943747 valid_0's binary_logloss: 0.261606 valid_1's auc: 0.904199 valid_1's binary_logloss: 0.322905
[129] valid_0's auc: 0.943913 valid_0's binary_logloss: 0.261221 valid_1's auc: 0.90421 valid_1's binary_logloss: 0.323003
[130] valid_0's auc: 0.944064 valid_0's binary_logloss: 0.260922 valid_1's auc: 0.904146 valid_1's binary_logloss: 0.323093
[131] valid_0's auc: 0.944343 valid_0's binary_logloss: 0.260427 valid_1's auc: 0.904101 valid_1's binary_logloss: 0.323208
[132] valid_0's auc: 0.944496 valid_0's binary_logloss: 0.26012 valid_1's auc: 0.903994 valid_1's binary_logloss: 0.323423
[133] valid_0's auc: 0.944643 valid_0's binary_logloss: 0.25981 valid_1's auc: 0.903951 valid_1's binary_logloss: 0.323561
[134] valid_0's auc: 0.944837 valid_0's binary_logloss: 0.259465 valid_1's auc: 0.903836 valid_1's binary_logloss: 0.323733
[135] valid_0's auc: 0.945052 valid_0's binary_logloss: 0.259053 valid_1's auc: 0.903808 valid_1's binary_logloss: 0.323841
[136] valid_0's auc: 0.945228 valid_0's binary_logloss: 0.258684 valid_1's auc: 0.903737 valid_1's binary_logloss: 0.324009
[137] valid_0's auc: 0.945447 valid_0's binary_logloss: 0.258263 valid_1's auc: 0.903763 valid_1's binary_logloss: 0.324027
[138] valid_0's auc: 0.945594 valid_0's binary_logloss: 0.25797 valid_1's auc: 0.903762 valid_1's binary_logloss: 0.324043
[139] valid_0's auc: 0.945758 valid_0's binary_logloss: 0.257637 valid_1's auc: 0.903648 valid_1's binary_logloss: 0.324276
[140] valid_0's auc: 0.946053 valid_0's binary_logloss: 0.257145 valid_1's auc: 0.90363 valid_1's binary_logloss: 0.324344
Early stopping, best iteration is:
[40] valid_0's auc: 0.920294 valid_0's binary_logloss: 0.304729 valid_1's auc: 0.909098 valid_1's binary_logloss: 0.31599
[1] valid_0's auc: 0.88811 valid_0's binary_logloss: 0.516701 valid_1's auc: 0.895814 valid_1's binary_logloss: 0.507528
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891491 valid_0's binary_logloss: 0.487539 valid_1's auc: 0.898579 valid_1's binary_logloss: 0.477417
[3] valid_0's auc: 0.893109 valid_0's binary_logloss: 0.464326 valid_1's auc: 0.901507 valid_1's binary_logloss: 0.453478
[4] valid_0's auc: 0.894791 valid_0's binary_logloss: 0.444982 valid_1's auc: 0.901224 valid_1's binary_logloss: 0.434583
[5] valid_0's auc: 0.895624 valid_0's binary_logloss: 0.428966 valid_1's auc: 0.901056 valid_1's binary_logloss: 0.418654
[6] valid_0's auc: 0.896944 valid_0's binary_logloss: 0.415161 valid_1's auc: 0.902052 valid_1's binary_logloss: 0.405135
[7] valid_0's auc: 0.89758 valid_0's binary_logloss: 0.403513 valid_1's auc: 0.901691 valid_1's binary_logloss: 0.394009
[8] valid_0's auc: 0.90015 valid_0's binary_logloss: 0.393394 valid_1's auc: 0.903784 valid_1's binary_logloss: 0.383993
[9] valid_0's auc: 0.901255 valid_0's binary_logloss: 0.384675 valid_1's auc: 0.904091 valid_1's binary_logloss: 0.375696
[10] valid_0's auc: 0.902629 valid_0's binary_logloss: 0.376904 valid_1's auc: 0.904387 valid_1's binary_logloss: 0.368673
[11] valid_0's auc: 0.903701 valid_0's binary_logloss: 0.369943 valid_1's auc: 0.904709 valid_1's binary_logloss: 0.36236
[12] valid_0's auc: 0.904339 valid_0's binary_logloss: 0.363963 valid_1's auc: 0.904816 valid_1's binary_logloss: 0.357033
[13] valid_0's auc: 0.905081 valid_0's binary_logloss: 0.35849 valid_1's auc: 0.905014 valid_1's binary_logloss: 0.352166
[14] valid_0's auc: 0.905811 valid_0's binary_logloss: 0.353858 valid_1's auc: 0.905424 valid_1's binary_logloss: 0.347997
[15] valid_0's auc: 0.906466 valid_0's binary_logloss: 0.349608 valid_1's auc: 0.905498 valid_1's binary_logloss: 0.344373
[16] valid_0's auc: 0.907398 valid_0's binary_logloss: 0.345736 valid_1's auc: 0.905873 valid_1's binary_logloss: 0.341236
[17] valid_0's auc: 0.908186 valid_0's binary_logloss: 0.342228 valid_1's auc: 0.906329 valid_1's binary_logloss: 0.338301
[18] valid_0's auc: 0.90925 valid_0's binary_logloss: 0.338743 valid_1's auc: 0.906826 valid_1's binary_logloss: 0.335503
[19] valid_0's auc: 0.9102 valid_0's binary_logloss: 0.335607 valid_1's auc: 0.907031 valid_1's binary_logloss: 0.333281
[20] valid_0's auc: 0.910757 valid_0's binary_logloss: 0.332976 valid_1's auc: 0.907537 valid_1's binary_logloss: 0.331059
[21] valid_0's auc: 0.911478 valid_0's binary_logloss: 0.330345 valid_1's auc: 0.90788 valid_1's binary_logloss: 0.329002
[22] valid_0's auc: 0.912097 valid_0's binary_logloss: 0.328103 valid_1's auc: 0.907709 valid_1's binary_logloss: 0.327752
[23] valid_0's auc: 0.912771 valid_0's binary_logloss: 0.325821 valid_1's auc: 0.907903 valid_1's binary_logloss: 0.326202
[24] valid_0's auc: 0.913361 valid_0's binary_logloss: 0.323845 valid_1's auc: 0.908218 valid_1's binary_logloss: 0.324854
[25] valid_0's auc: 0.913946 valid_0's binary_logloss: 0.321961 valid_1's auc: 0.90831 valid_1's binary_logloss: 0.323874
[26] valid_0's auc: 0.91455 valid_0's binary_logloss: 0.320134 valid_1's auc: 0.908294 valid_1's binary_logloss: 0.323006
[27] valid_0's auc: 0.915219 valid_0's binary_logloss: 0.31836 valid_1's auc: 0.908516 valid_1's binary_logloss: 0.32199
[28] valid_0's auc: 0.915726 valid_0's binary_logloss: 0.316889 valid_1's auc: 0.908564 valid_1's binary_logloss: 0.321327
[29] valid_0's auc: 0.91619 valid_0's binary_logloss: 0.315516 valid_1's auc: 0.90867 valid_1's binary_logloss: 0.320607
[30] valid_0's auc: 0.916569 valid_0's binary_logloss: 0.314309 valid_1's auc: 0.908586 valid_1's binary_logloss: 0.320117
[31] valid_0's auc: 0.917126 valid_0's binary_logloss: 0.312888 valid_1's auc: 0.908713 valid_1's binary_logloss: 0.319493
[32] valid_0's auc: 0.91757 valid_0's binary_logloss: 0.311679 valid_1's auc: 0.908779 valid_1's binary_logloss: 0.318951
[33] valid_0's auc: 0.917964 valid_0's binary_logloss: 0.310557 valid_1's auc: 0.908819 valid_1's binary_logloss: 0.318463
[34] valid_0's auc: 0.918382 valid_0's binary_logloss: 0.309535 valid_1's auc: 0.908832 valid_1's binary_logloss: 0.318127
[35] valid_0's auc: 0.918733 valid_0's binary_logloss: 0.308551 valid_1's auc: 0.908792 valid_1's binary_logloss: 0.317897
[36] valid_0's auc: 0.919112 valid_0's binary_logloss: 0.307602 valid_1's auc: 0.908724 valid_1's binary_logloss: 0.317699
[37] valid_0's auc: 0.919463 valid_0's binary_logloss: 0.306776 valid_1's auc: 0.908701 valid_1's binary_logloss: 0.317513
[38] valid_0's auc: 0.919828 valid_0's binary_logloss: 0.305866 valid_1's auc: 0.908665 valid_1's binary_logloss: 0.317308
[39] valid_0's auc: 0.920308 valid_0's binary_logloss: 0.304893 valid_1's auc: 0.908637 valid_1's binary_logloss: 0.317152
[40] valid_0's auc: 0.920795 valid_0's binary_logloss: 0.303863 valid_1's auc: 0.908721 valid_1's binary_logloss: 0.316854
[41] valid_0's auc: 0.921115 valid_0's binary_logloss: 0.303161 valid_1's auc: 0.908923 valid_1's binary_logloss: 0.316414
[42] valid_0's auc: 0.921626 valid_0's binary_logloss: 0.30218 valid_1's auc: 0.909034 valid_1's binary_logloss: 0.316124
[43] valid_0's auc: 0.921967 valid_0's binary_logloss: 0.301384 valid_1's auc: 0.90906 valid_1's binary_logloss: 0.315972
[44] valid_0's auc: 0.922381 valid_0's binary_logloss: 0.300544 valid_1's auc: 0.909131 valid_1's binary_logloss: 0.315775
[45] valid_0's auc: 0.922724 valid_0's binary_logloss: 0.299847 valid_1's auc: 0.909255 valid_1's binary_logloss: 0.31551
[46] valid_0's auc: 0.923109 valid_0's binary_logloss: 0.299055 valid_1's auc: 0.909363 valid_1's binary_logloss: 0.315314
[47] valid_0's auc: 0.923627 valid_0's binary_logloss: 0.298118 valid_1's auc: 0.909532 valid_1's binary_logloss: 0.314961
[48] valid_0's auc: 0.923891 valid_0's binary_logloss: 0.297555 valid_1's auc: 0.909524 valid_1's binary_logloss: 0.3149
[49] valid_0's auc: 0.924244 valid_0's binary_logloss: 0.296844 valid_1's auc: 0.909481 valid_1's binary_logloss: 0.314913
[50] valid_0's auc: 0.924564 valid_0's binary_logloss: 0.296173 valid_1's auc: 0.909383 valid_1's binary_logloss: 0.315025
[51] valid_0's auc: 0.924961 valid_0's binary_logloss: 0.295467 valid_1's auc: 0.909383 valid_1's binary_logloss: 0.314976
[52] valid_0's auc: 0.925195 valid_0's binary_logloss: 0.294975 valid_1's auc: 0.909308 valid_1's binary_logloss: 0.314991
[53] valid_0's auc: 0.925647 valid_0's binary_logloss: 0.294161 valid_1's auc: 0.90934 valid_1's binary_logloss: 0.314888
[54] valid_0's auc: 0.925997 valid_0's binary_logloss: 0.2935 valid_1's auc: 0.909236 valid_1's binary_logloss: 0.315024
[55] valid_0's auc: 0.926277 valid_0's binary_logloss: 0.2929 valid_1's auc: 0.909256 valid_1's binary_logloss: 0.314992
[56] valid_0's auc: 0.926582 valid_0's binary_logloss: 0.292287 valid_1's auc: 0.909223 valid_1's binary_logloss: 0.315062
[57] valid_0's auc: 0.92688 valid_0's binary_logloss: 0.29172 valid_1's auc: 0.909193 valid_1's binary_logloss: 0.315032
[58] valid_0's auc: 0.927334 valid_0's binary_logloss: 0.291011 valid_1's auc: 0.909121 valid_1's binary_logloss: 0.315143
[59] valid_0's auc: 0.927683 valid_0's binary_logloss: 0.290395 valid_1's auc: 0.909132 valid_1's binary_logloss: 0.315113
[60] valid_0's auc: 0.928065 valid_0's binary_logloss: 0.289762 valid_1's auc: 0.909152 valid_1's binary_logloss: 0.315009
[61] valid_0's auc: 0.928429 valid_0's binary_logloss: 0.289104 valid_1's auc: 0.909258 valid_1's binary_logloss: 0.314842
[62] valid_0's auc: 0.92862 valid_0's binary_logloss: 0.288702 valid_1's auc: 0.909183 valid_1's binary_logloss: 0.314959
[63] valid_0's auc: 0.928868 valid_0's binary_logloss: 0.288211 valid_1's auc: 0.909076 valid_1's binary_logloss: 0.315194
[64] valid_0's auc: 0.929161 valid_0's binary_logloss: 0.287692 valid_1's auc: 0.909027 valid_1's binary_logloss: 0.315242
[65] valid_0's auc: 0.929563 valid_0's binary_logloss: 0.287013 valid_1's auc: 0.908963 valid_1's binary_logloss: 0.315388
[66] valid_0's auc: 0.929823 valid_0's binary_logloss: 0.286561 valid_1's auc: 0.908968 valid_1's binary_logloss: 0.315378
[67] valid_0's auc: 0.930093 valid_0's binary_logloss: 0.286061 valid_1's auc: 0.909037 valid_1's binary_logloss: 0.315321
[68] valid_0's auc: 0.93035 valid_0's binary_logloss: 0.285546 valid_1's auc: 0.908945 valid_1's binary_logloss: 0.31545
[69] valid_0's auc: 0.930726 valid_0's binary_logloss: 0.284913 valid_1's auc: 0.908904 valid_1's binary_logloss: 0.315504
[70] valid_0's auc: 0.930968 valid_0's binary_logloss: 0.28453 valid_1's auc: 0.908805 valid_1's binary_logloss: 0.315647
[71] valid_0's auc: 0.93134 valid_0's binary_logloss: 0.283869 valid_1's auc: 0.908706 valid_1's binary_logloss: 0.315753
[72] valid_0's auc: 0.93172 valid_0's binary_logloss: 0.283214 valid_1's auc: 0.908642 valid_1's binary_logloss: 0.315869
[73] valid_0's auc: 0.932009 valid_0's binary_logloss: 0.282652 valid_1's auc: 0.908566 valid_1's binary_logloss: 0.315999
[74] valid_0's auc: 0.932201 valid_0's binary_logloss: 0.282262 valid_1's auc: 0.908601 valid_1's binary_logloss: 0.31589
[75] valid_0's auc: 0.932428 valid_0's binary_logloss: 0.281839 valid_1's auc: 0.908487 valid_1's binary_logloss: 0.31607
[76] valid_0's auc: 0.932791 valid_0's binary_logloss: 0.281226 valid_1's auc: 0.908356 valid_1's binary_logloss: 0.316221
[77] valid_0's auc: 0.933059 valid_0's binary_logloss: 0.2807 valid_1's auc: 0.908286 valid_1's binary_logloss: 0.316308
[78] valid_0's auc: 0.933221 valid_0's binary_logloss: 0.280385 valid_1's auc: 0.908333 valid_1's binary_logloss: 0.316177
[79] valid_0's auc: 0.933516 valid_0's binary_logloss: 0.279893 valid_1's auc: 0.908365 valid_1's binary_logloss: 0.316135
[80] valid_0's auc: 0.933729 valid_0's binary_logloss: 0.27946 valid_1's auc: 0.908485 valid_1's binary_logloss: 0.315971
[81] valid_0's auc: 0.933952 valid_0's binary_logloss: 0.279028 valid_1's auc: 0.908458 valid_1's binary_logloss: 0.316027
[82] valid_0's auc: 0.934221 valid_0's binary_logloss: 0.278529 valid_1's auc: 0.908367 valid_1's binary_logloss: 0.316183
[83] valid_0's auc: 0.934457 valid_0's binary_logloss: 0.278106 valid_1's auc: 0.908348 valid_1's binary_logloss: 0.316245
[84] valid_0's auc: 0.934695 valid_0's binary_logloss: 0.277675 valid_1's auc: 0.908334 valid_1's binary_logloss: 0.316322
[85] valid_0's auc: 0.934988 valid_0's binary_logloss: 0.277153 valid_1's auc: 0.908366 valid_1's binary_logloss: 0.31623
[86] valid_0's auc: 0.935259 valid_0's binary_logloss: 0.276612 valid_1's auc: 0.908249 valid_1's binary_logloss: 0.316403
[87] valid_0's auc: 0.935495 valid_0's binary_logloss: 0.276187 valid_1's auc: 0.908153 valid_1's binary_logloss: 0.316596
[88] valid_0's auc: 0.9357 valid_0's binary_logloss: 0.275835 valid_1's auc: 0.908143 valid_1's binary_logloss: 0.316609
[89] valid_0's auc: 0.935983 valid_0's binary_logloss: 0.27537 valid_1's auc: 0.90817 valid_1's binary_logloss: 0.316608
[90] valid_0's auc: 0.936187 valid_0's binary_logloss: 0.275004 valid_1's auc: 0.908099 valid_1's binary_logloss: 0.316766
[91] valid_0's auc: 0.936418 valid_0's binary_logloss: 0.274592 valid_1's auc: 0.908081 valid_1's binary_logloss: 0.31684
[92] valid_0's auc: 0.936681 valid_0's binary_logloss: 0.274166 valid_1's auc: 0.908078 valid_1's binary_logloss: 0.316839
[93] valid_0's auc: 0.936846 valid_0's binary_logloss: 0.27383 valid_1's auc: 0.908067 valid_1's binary_logloss: 0.316875
[94] valid_0's auc: 0.937079 valid_0's binary_logloss: 0.273405 valid_1's auc: 0.908089 valid_1's binary_logloss: 0.316867
[95] valid_0's auc: 0.937314 valid_0's binary_logloss: 0.273007 valid_1's auc: 0.908061 valid_1's binary_logloss: 0.316877
[96] valid_0's auc: 0.937517 valid_0's binary_logloss: 0.272584 valid_1's auc: 0.908022 valid_1's binary_logloss: 0.316916
[97] valid_0's auc: 0.937702 valid_0's binary_logloss: 0.272251 valid_1's auc: 0.907926 valid_1's binary_logloss: 0.317073
[98] valid_0's auc: 0.937961 valid_0's binary_logloss: 0.271826 valid_1's auc: 0.907887 valid_1's binary_logloss: 0.317144
[99] valid_0's auc: 0.938178 valid_0's binary_logloss: 0.271404 valid_1's auc: 0.907847 valid_1's binary_logloss: 0.317241
[100] valid_0's auc: 0.938427 valid_0's binary_logloss: 0.270949 valid_1's auc: 0.907911 valid_1's binary_logloss: 0.317206
[101] valid_0's auc: 0.938591 valid_0's binary_logloss: 0.270614 valid_1's auc: 0.907846 valid_1's binary_logloss: 0.31732
[102] valid_0's auc: 0.938838 valid_0's binary_logloss: 0.270184 valid_1's auc: 0.907775 valid_1's binary_logloss: 0.317444
[103] valid_0's auc: 0.938987 valid_0's binary_logloss: 0.269885 valid_1's auc: 0.907732 valid_1's binary_logloss: 0.31752
[104] valid_0's auc: 0.939178 valid_0's binary_logloss: 0.269525 valid_1's auc: 0.907699 valid_1's binary_logloss: 0.317614
[105] valid_0's auc: 0.939406 valid_0's binary_logloss: 0.269026 valid_1's auc: 0.907646 valid_1's binary_logloss: 0.317768
[106] valid_0's auc: 0.939667 valid_0's binary_logloss: 0.268561 valid_1's auc: 0.907539 valid_1's binary_logloss: 0.318006
[107] valid_0's auc: 0.939889 valid_0's binary_logloss: 0.268161 valid_1's auc: 0.907603 valid_1's binary_logloss: 0.317868
[108] valid_0's auc: 0.940077 valid_0's binary_logloss: 0.267819 valid_1's auc: 0.907488 valid_1's binary_logloss: 0.31808
[109] valid_0's auc: 0.940431 valid_0's binary_logloss: 0.267208 valid_1's auc: 0.907364 valid_1's binary_logloss: 0.318348
[110] valid_0's auc: 0.940604 valid_0's binary_logloss: 0.266871 valid_1's auc: 0.90736 valid_1's binary_logloss: 0.318394
[111] valid_0's auc: 0.940869 valid_0's binary_logloss: 0.266387 valid_1's auc: 0.907369 valid_1's binary_logloss: 0.318384
[112] valid_0's auc: 0.941066 valid_0's binary_logloss: 0.266009 valid_1's auc: 0.907229 valid_1's binary_logloss: 0.318669
[113] valid_0's auc: 0.941253 valid_0's binary_logloss: 0.265676 valid_1's auc: 0.907266 valid_1's binary_logloss: 0.318566
[114] valid_0's auc: 0.941558 valid_0's binary_logloss: 0.265141 valid_1's auc: 0.907168 valid_1's binary_logloss: 0.318755
[115] valid_0's auc: 0.941744 valid_0's binary_logloss: 0.264763 valid_1's auc: 0.907189 valid_1's binary_logloss: 0.31875
[116] valid_0's auc: 0.941938 valid_0's binary_logloss: 0.264427 valid_1's auc: 0.907147 valid_1's binary_logloss: 0.318857
[117] valid_0's auc: 0.942219 valid_0's binary_logloss: 0.263954 valid_1's auc: 0.907084 valid_1's binary_logloss: 0.31905
[118] valid_0's auc: 0.942452 valid_0's binary_logloss: 0.263544 valid_1's auc: 0.907074 valid_1's binary_logloss: 0.319091
[119] valid_0's auc: 0.942624 valid_0's binary_logloss: 0.26321 valid_1's auc: 0.907073 valid_1's binary_logloss: 0.319072
[120] valid_0's auc: 0.942816 valid_0's binary_logloss: 0.262845 valid_1's auc: 0.907134 valid_1's binary_logloss: 0.318947
[121] valid_0's auc: 0.943014 valid_0's binary_logloss: 0.26249 valid_1's auc: 0.907025 valid_1's binary_logloss: 0.319165
[122] valid_0's auc: 0.943171 valid_0's binary_logloss: 0.262168 valid_1's auc: 0.906988 valid_1's binary_logloss: 0.319254
[123] valid_0's auc: 0.943442 valid_0's binary_logloss: 0.261681 valid_1's auc: 0.90697 valid_1's binary_logloss: 0.319257
[124] valid_0's auc: 0.943711 valid_0's binary_logloss: 0.261195 valid_1's auc: 0.907055 valid_1's binary_logloss: 0.319146
[125] valid_0's auc: 0.943889 valid_0's binary_logloss: 0.260818 valid_1's auc: 0.90698 valid_1's binary_logloss: 0.319304
[126] valid_0's auc: 0.944043 valid_0's binary_logloss: 0.260521 valid_1's auc: 0.906853 valid_1's binary_logloss: 0.319539
[127] valid_0's auc: 0.944193 valid_0's binary_logloss: 0.260216 valid_1's auc: 0.906814 valid_1's binary_logloss: 0.319673
[128] valid_0's auc: 0.944309 valid_0's binary_logloss: 0.259954 valid_1's auc: 0.906718 valid_1's binary_logloss: 0.319883
[129] valid_0's auc: 0.94455 valid_0's binary_logloss: 0.259526 valid_1's auc: 0.906642 valid_1's binary_logloss: 0.320084
[130] valid_0's auc: 0.944753 valid_0's binary_logloss: 0.259168 valid_1's auc: 0.906523 valid_1's binary_logloss: 0.320297
[131] valid_0's auc: 0.944973 valid_0's binary_logloss: 0.258766 valid_1's auc: 0.906307 valid_1's binary_logloss: 0.320604
[132] valid_0's auc: 0.945145 valid_0's binary_logloss: 0.258424 valid_1's auc: 0.906216 valid_1's binary_logloss: 0.320798
[133] valid_0's auc: 0.945318 valid_0's binary_logloss: 0.258071 valid_1's auc: 0.9061 valid_1's binary_logloss: 0.320996
[134] valid_0's auc: 0.945451 valid_0's binary_logloss: 0.257783 valid_1's auc: 0.906152 valid_1's binary_logloss: 0.320968
[135] valid_0's auc: 0.945733 valid_0's binary_logloss: 0.257292 valid_1's auc: 0.90607 valid_1's binary_logloss: 0.321139
[136] valid_0's auc: 0.945855 valid_0's binary_logloss: 0.257031 valid_1's auc: 0.906069 valid_1's binary_logloss: 0.321141
[137] valid_0's auc: 0.946126 valid_0's binary_logloss: 0.256557 valid_1's auc: 0.906074 valid_1's binary_logloss: 0.321185
[138] valid_0's auc: 0.946246 valid_0's binary_logloss: 0.256295 valid_1's auc: 0.906142 valid_1's binary_logloss: 0.321141
[139] valid_0's auc: 0.946394 valid_0's binary_logloss: 0.256023 valid_1's auc: 0.906082 valid_1's binary_logloss: 0.321251
[140] valid_0's auc: 0.946547 valid_0's binary_logloss: 0.255736 valid_1's auc: 0.905991 valid_1's binary_logloss: 0.321412
[141] valid_0's auc: 0.946643 valid_0's binary_logloss: 0.255552 valid_1's auc: 0.905972 valid_1's binary_logloss: 0.321492
[142] valid_0's auc: 0.946765 valid_0's binary_logloss: 0.255317 valid_1's auc: 0.905916 valid_1's binary_logloss: 0.321635
[143] valid_0's auc: 0.946949 valid_0's binary_logloss: 0.254972 valid_1's auc: 0.906027 valid_1's binary_logloss: 0.321442
[144] valid_0's auc: 0.947192 valid_0's binary_logloss: 0.254554 valid_1's auc: 0.905936 valid_1's binary_logloss: 0.321675
[145] valid_0's auc: 0.947377 valid_0's binary_logloss: 0.254218 valid_1's auc: 0.905798 valid_1's binary_logloss: 0.321929
[146] valid_0's auc: 0.947597 valid_0's binary_logloss: 0.253808 valid_1's auc: 0.90584 valid_1's binary_logloss: 0.321868
[147] valid_0's auc: 0.947805 valid_0's binary_logloss: 0.253426 valid_1's auc: 0.905835 valid_1's binary_logloss: 0.321933
Early stopping, best iteration is:
[47] valid_0's auc: 0.923627 valid_0's binary_logloss: 0.298118 valid_1's auc: 0.909532 valid_1's binary_logloss: 0.314961
[1] valid_0's auc: 0.887844 valid_0's binary_logloss: 0.516909 valid_1's auc: 0.893598 valid_1's binary_logloss: 0.508126
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.890776 valid_0's binary_logloss: 0.487736 valid_1's auc: 0.897625 valid_1's binary_logloss: 0.478463
[3] valid_0's auc: 0.892243 valid_0's binary_logloss: 0.46442 valid_1's auc: 0.8988 valid_1's binary_logloss: 0.454774
[4] valid_0's auc: 0.894428 valid_0's binary_logloss: 0.444999 valid_1's auc: 0.899598 valid_1's binary_logloss: 0.435309
[5] valid_0's auc: 0.895593 valid_0's binary_logloss: 0.428839 valid_1's auc: 0.900021 valid_1's binary_logloss: 0.419556
[6] valid_0's auc: 0.899007 valid_0's binary_logloss: 0.415152 valid_1's auc: 0.902729 valid_1's binary_logloss: 0.40594
[7] valid_0's auc: 0.900436 valid_0's binary_logloss: 0.403446 valid_1's auc: 0.903024 valid_1's binary_logloss: 0.394665
[8] valid_0's auc: 0.901051 valid_0's binary_logloss: 0.393489 valid_1's auc: 0.902967 valid_1's binary_logloss: 0.384948
[9] valid_0's auc: 0.901858 valid_0's binary_logloss: 0.384773 valid_1's auc: 0.903102 valid_1's binary_logloss: 0.376834
[10] valid_0's auc: 0.903132 valid_0's binary_logloss: 0.376975 valid_1's auc: 0.903628 valid_1's binary_logloss: 0.369655
[11] valid_0's auc: 0.904 valid_0's binary_logloss: 0.370072 valid_1's auc: 0.903765 valid_1's binary_logloss: 0.363506
[12] valid_0's auc: 0.905057 valid_0's binary_logloss: 0.364037 valid_1's auc: 0.904378 valid_1's binary_logloss: 0.358122
[13] valid_0's auc: 0.905837 valid_0's binary_logloss: 0.35866 valid_1's auc: 0.904218 valid_1's binary_logloss: 0.353501
[14] valid_0's auc: 0.906631 valid_0's binary_logloss: 0.353842 valid_1's auc: 0.904667 valid_1's binary_logloss: 0.349238
[15] valid_0's auc: 0.907502 valid_0's binary_logloss: 0.349434 valid_1's auc: 0.905391 valid_1's binary_logloss: 0.345342
[16] valid_0's auc: 0.90815 valid_0's binary_logloss: 0.345598 valid_1's auc: 0.905737 valid_1's binary_logloss: 0.342243
[17] valid_0's auc: 0.908763 valid_0's binary_logloss: 0.342075 valid_1's auc: 0.906229 valid_1's binary_logloss: 0.338999
[18] valid_0's auc: 0.909472 valid_0's binary_logloss: 0.33895 valid_1's auc: 0.906632 valid_1's binary_logloss: 0.3364
[19] valid_0's auc: 0.910184 valid_0's binary_logloss: 0.33601 valid_1's auc: 0.90668 valid_1's binary_logloss: 0.334514
[20] valid_0's auc: 0.910866 valid_0's binary_logloss: 0.333221 valid_1's auc: 0.906811 valid_1's binary_logloss: 0.332442
[21] valid_0's auc: 0.911311 valid_0's binary_logloss: 0.330891 valid_1's auc: 0.906728 valid_1's binary_logloss: 0.330824
[22] valid_0's auc: 0.912013 valid_0's binary_logloss: 0.328569 valid_1's auc: 0.906759 valid_1's binary_logloss: 0.32944
[23] valid_0's auc: 0.912723 valid_0's binary_logloss: 0.326299 valid_1's auc: 0.907021 valid_1's binary_logloss: 0.328001
[24] valid_0's auc: 0.913276 valid_0's binary_logloss: 0.324362 valid_1's auc: 0.907054 valid_1's binary_logloss: 0.326907
[25] valid_0's auc: 0.913833 valid_0's binary_logloss: 0.322553 valid_1's auc: 0.907087 valid_1's binary_logloss: 0.325903
[26] valid_0's auc: 0.914514 valid_0's binary_logloss: 0.320627 valid_1's auc: 0.907221 valid_1's binary_logloss: 0.324823
[27] valid_0's auc: 0.915013 valid_0's binary_logloss: 0.318967 valid_1's auc: 0.907226 valid_1's binary_logloss: 0.324008
[28] valid_0's auc: 0.915582 valid_0's binary_logloss: 0.317412 valid_1's auc: 0.907248 valid_1's binary_logloss: 0.323309
[29] valid_0's auc: 0.916129 valid_0's binary_logloss: 0.315921 valid_1's auc: 0.907335 valid_1's binary_logloss: 0.322681
[30] valid_0's auc: 0.916649 valid_0's binary_logloss: 0.314505 valid_1's auc: 0.907438 valid_1's binary_logloss: 0.321974
[31] valid_0's auc: 0.917204 valid_0's binary_logloss: 0.313113 valid_1's auc: 0.907455 valid_1's binary_logloss: 0.321466
[32] valid_0's auc: 0.917806 valid_0's binary_logloss: 0.311733 valid_1's auc: 0.907527 valid_1's binary_logloss: 0.320952
[33] valid_0's auc: 0.918199 valid_0's binary_logloss: 0.310677 valid_1's auc: 0.90752 valid_1's binary_logloss: 0.320625
[34] valid_0's auc: 0.918605 valid_0's binary_logloss: 0.309584 valid_1's auc: 0.907562 valid_1's binary_logloss: 0.320235
[35] valid_0's auc: 0.919112 valid_0's binary_logloss: 0.308438 valid_1's auc: 0.907754 valid_1's binary_logloss: 0.319694
[36] valid_0's auc: 0.919618 valid_0's binary_logloss: 0.307289 valid_1's auc: 0.907846 valid_1's binary_logloss: 0.319321
[37] valid_0's auc: 0.920128 valid_0's binary_logloss: 0.306185 valid_1's auc: 0.907789 valid_1's binary_logloss: 0.31915
[38] valid_0's auc: 0.920495 valid_0's binary_logloss: 0.305296 valid_1's auc: 0.907682 valid_1's binary_logloss: 0.319109
[39] valid_0's auc: 0.920946 valid_0's binary_logloss: 0.304239 valid_1's auc: 0.907728 valid_1's binary_logloss: 0.318808
[40] valid_0's auc: 0.921364 valid_0's binary_logloss: 0.303311 valid_1's auc: 0.907691 valid_1's binary_logloss: 0.318693
[41] valid_0's auc: 0.921773 valid_0's binary_logloss: 0.302446 valid_1's auc: 0.907784 valid_1's binary_logloss: 0.318445
[42] valid_0's auc: 0.922186 valid_0's binary_logloss: 0.301579 valid_1's auc: 0.907681 valid_1's binary_logloss: 0.318465
[43] valid_0's auc: 0.922503 valid_0's binary_logloss: 0.300906 valid_1's auc: 0.907673 valid_1's binary_logloss: 0.318345
[44] valid_0's auc: 0.922926 valid_0's binary_logloss: 0.300042 valid_1's auc: 0.907635 valid_1's binary_logloss: 0.318257
[45] valid_0's auc: 0.923263 valid_0's binary_logloss: 0.299331 valid_1's auc: 0.907705 valid_1's binary_logloss: 0.318079
[46] valid_0's auc: 0.923617 valid_0's binary_logloss: 0.298539 valid_1's auc: 0.907776 valid_1's binary_logloss: 0.317876
[47] valid_0's auc: 0.924114 valid_0's binary_logloss: 0.297662 valid_1's auc: 0.907716 valid_1's binary_logloss: 0.317968
[48] valid_0's auc: 0.924503 valid_0's binary_logloss: 0.296954 valid_1's auc: 0.907788 valid_1's binary_logloss: 0.317785
[49] valid_0's auc: 0.92476 valid_0's binary_logloss: 0.296343 valid_1's auc: 0.90786 valid_1's binary_logloss: 0.317598
[50] valid_0's auc: 0.925129 valid_0's binary_logloss: 0.295661 valid_1's auc: 0.907782 valid_1's binary_logloss: 0.31771
[51] valid_0's auc: 0.925509 valid_0's binary_logloss: 0.294896 valid_1's auc: 0.907683 valid_1's binary_logloss: 0.317825
[52] valid_0's auc: 0.925952 valid_0's binary_logloss: 0.294104 valid_1's auc: 0.907701 valid_1's binary_logloss: 0.317753
[53] valid_0's auc: 0.926345 valid_0's binary_logloss: 0.293368 valid_1's auc: 0.90769 valid_1's binary_logloss: 0.317706
[54] valid_0's auc: 0.926601 valid_0's binary_logloss: 0.292847 valid_1's auc: 0.907553 valid_1's binary_logloss: 0.317872
[55] valid_0's auc: 0.926831 valid_0's binary_logloss: 0.292356 valid_1's auc: 0.907538 valid_1's binary_logloss: 0.317816
[56] valid_0's auc: 0.927096 valid_0's binary_logloss: 0.291782 valid_1's auc: 0.90762 valid_1's binary_logloss: 0.317695
[57] valid_0's auc: 0.927485 valid_0's binary_logloss: 0.291119 valid_1's auc: 0.907529 valid_1's binary_logloss: 0.317839
[58] valid_0's auc: 0.927817 valid_0's binary_logloss: 0.290466 valid_1's auc: 0.907475 valid_1's binary_logloss: 0.317907
[59] valid_0's auc: 0.928079 valid_0's binary_logloss: 0.289918 valid_1's auc: 0.907395 valid_1's binary_logloss: 0.317979
[60] valid_0's auc: 0.928363 valid_0's binary_logloss: 0.289377 valid_1's auc: 0.907347 valid_1's binary_logloss: 0.318084
[61] valid_0's auc: 0.928694 valid_0's binary_logloss: 0.288835 valid_1's auc: 0.90736 valid_1's binary_logloss: 0.318084
[62] valid_0's auc: 0.928954 valid_0's binary_logloss: 0.28835 valid_1's auc: 0.907237 valid_1's binary_logloss: 0.318221
[63] valid_0's auc: 0.929319 valid_0's binary_logloss: 0.28774 valid_1's auc: 0.907257 valid_1's binary_logloss: 0.3182
[64] valid_0's auc: 0.929634 valid_0's binary_logloss: 0.287191 valid_1's auc: 0.907167 valid_1's binary_logloss: 0.318289
[65] valid_0's auc: 0.929985 valid_0's binary_logloss: 0.286569 valid_1's auc: 0.90696 valid_1's binary_logloss: 0.318675
[66] valid_0's auc: 0.930249 valid_0's binary_logloss: 0.286086 valid_1's auc: 0.907013 valid_1's binary_logloss: 0.318632
[67] valid_0's auc: 0.930512 valid_0's binary_logloss: 0.285546 valid_1's auc: 0.906977 valid_1's binary_logloss: 0.318746
[68] valid_0's auc: 0.931011 valid_0's binary_logloss: 0.284738 valid_1's auc: 0.906957 valid_1's binary_logloss: 0.318823
[69] valid_0's auc: 0.931402 valid_0's binary_logloss: 0.284061 valid_1's auc: 0.906888 valid_1's binary_logloss: 0.318922
[70] valid_0's auc: 0.931641 valid_0's binary_logloss: 0.283641 valid_1's auc: 0.906847 valid_1's binary_logloss: 0.319008
[71] valid_0's auc: 0.931905 valid_0's binary_logloss: 0.283184 valid_1's auc: 0.906884 valid_1's binary_logloss: 0.318965
[72] valid_0's auc: 0.932175 valid_0's binary_logloss: 0.282667 valid_1's auc: 0.90679 valid_1's binary_logloss: 0.319064
[73] valid_0's auc: 0.932404 valid_0's binary_logloss: 0.282207 valid_1's auc: 0.906775 valid_1's binary_logloss: 0.319023
[74] valid_0's auc: 0.932665 valid_0's binary_logloss: 0.281711 valid_1's auc: 0.906668 valid_1's binary_logloss: 0.319203
[75] valid_0's auc: 0.932941 valid_0's binary_logloss: 0.281234 valid_1's auc: 0.906611 valid_1's binary_logloss: 0.319329
[76] valid_0's auc: 0.933306 valid_0's binary_logloss: 0.280605 valid_1's auc: 0.9065 valid_1's binary_logloss: 0.319485
[77] valid_0's auc: 0.933602 valid_0's binary_logloss: 0.280037 valid_1's auc: 0.906549 valid_1's binary_logloss: 0.319398
[78] valid_0's auc: 0.933963 valid_0's binary_logloss: 0.27942 valid_1's auc: 0.906464 valid_1's binary_logloss: 0.319541
[79] valid_0's auc: 0.934249 valid_0's binary_logloss: 0.278885 valid_1's auc: 0.906414 valid_1's binary_logloss: 0.319641
[80] valid_0's auc: 0.93456 valid_0's binary_logloss: 0.278314 valid_1's auc: 0.90644 valid_1's binary_logloss: 0.319676
[81] valid_0's auc: 0.934874 valid_0's binary_logloss: 0.277757 valid_1's auc: 0.90656 valid_1's binary_logloss: 0.319506
[82] valid_0's auc: 0.935088 valid_0's binary_logloss: 0.277344 valid_1's auc: 0.906478 valid_1's binary_logloss: 0.319624
[83] valid_0's auc: 0.935298 valid_0's binary_logloss: 0.276902 valid_1's auc: 0.906478 valid_1's binary_logloss: 0.319607
[84] valid_0's auc: 0.935552 valid_0's binary_logloss: 0.27647 valid_1's auc: 0.906461 valid_1's binary_logloss: 0.31965
[85] valid_0's auc: 0.93587 valid_0's binary_logloss: 0.275926 valid_1's auc: 0.906437 valid_1's binary_logloss: 0.319734
[86] valid_0's auc: 0.9361 valid_0's binary_logloss: 0.275494 valid_1's auc: 0.90638 valid_1's binary_logloss: 0.319875
[87] valid_0's auc: 0.93626 valid_0's binary_logloss: 0.27522 valid_1's auc: 0.906377 valid_1's binary_logloss: 0.319903
[88] valid_0's auc: 0.936677 valid_0's binary_logloss: 0.274518 valid_1's auc: 0.90637 valid_1's binary_logloss: 0.319925
[89] valid_0's auc: 0.936916 valid_0's binary_logloss: 0.274088 valid_1's auc: 0.906279 valid_1's binary_logloss: 0.320108
[90] valid_0's auc: 0.937196 valid_0's binary_logloss: 0.273554 valid_1's auc: 0.906132 valid_1's binary_logloss: 0.320352
[91] valid_0's auc: 0.937367 valid_0's binary_logloss: 0.273251 valid_1's auc: 0.905999 valid_1's binary_logloss: 0.320638
[92] valid_0's auc: 0.937682 valid_0's binary_logloss: 0.272694 valid_1's auc: 0.905844 valid_1's binary_logloss: 0.320942
[93] valid_0's auc: 0.937867 valid_0's binary_logloss: 0.272389 valid_1's auc: 0.905784 valid_1's binary_logloss: 0.321063
[94] valid_0's auc: 0.938098 valid_0's binary_logloss: 0.271963 valid_1's auc: 0.905736 valid_1's binary_logloss: 0.321136
[95] valid_0's auc: 0.938341 valid_0's binary_logloss: 0.271481 valid_1's auc: 0.905709 valid_1's binary_logloss: 0.321295
[96] valid_0's auc: 0.938606 valid_0's binary_logloss: 0.271001 valid_1's auc: 0.90563 valid_1's binary_logloss: 0.321473
[97] valid_0's auc: 0.938826 valid_0's binary_logloss: 0.270594 valid_1's auc: 0.905659 valid_1's binary_logloss: 0.321457
[98] valid_0's auc: 0.939042 valid_0's binary_logloss: 0.270193 valid_1's auc: 0.905707 valid_1's binary_logloss: 0.32139
[99] valid_0's auc: 0.939189 valid_0's binary_logloss: 0.269888 valid_1's auc: 0.905687 valid_1's binary_logloss: 0.321413
[100] valid_0's auc: 0.939459 valid_0's binary_logloss: 0.269416 valid_1's auc: 0.9058 valid_1's binary_logloss: 0.32127
[101] valid_0's auc: 0.939642 valid_0's binary_logloss: 0.26904 valid_1's auc: 0.905716 valid_1's binary_logloss: 0.321461
[102] valid_0's auc: 0.939886 valid_0's binary_logloss: 0.268564 valid_1's auc: 0.905656 valid_1's binary_logloss: 0.321566
[103] valid_0's auc: 0.940158 valid_0's binary_logloss: 0.268089 valid_1's auc: 0.905678 valid_1's binary_logloss: 0.321517
[104] valid_0's auc: 0.940334 valid_0's binary_logloss: 0.267732 valid_1's auc: 0.905603 valid_1's binary_logloss: 0.321692
[105] valid_0's auc: 0.940561 valid_0's binary_logloss: 0.267334 valid_1's auc: 0.90566 valid_1's binary_logloss: 0.321626
[106] valid_0's auc: 0.940828 valid_0's binary_logloss: 0.266814 valid_1's auc: 0.90567 valid_1's binary_logloss: 0.321619
[107] valid_0's auc: 0.940996 valid_0's binary_logloss: 0.266463 valid_1's auc: 0.905513 valid_1's binary_logloss: 0.321846
[108] valid_0's auc: 0.941143 valid_0's binary_logloss: 0.266153 valid_1's auc: 0.905256 valid_1's binary_logloss: 0.322338
[109] valid_0's auc: 0.94127 valid_0's binary_logloss: 0.265891 valid_1's auc: 0.905153 valid_1's binary_logloss: 0.322576
[110] valid_0's auc: 0.941435 valid_0's binary_logloss: 0.265585 valid_1's auc: 0.905264 valid_1's binary_logloss: 0.322452
[111] valid_0's auc: 0.941601 valid_0's binary_logloss: 0.265193 valid_1's auc: 0.905164 valid_1's binary_logloss: 0.322605
[112] valid_0's auc: 0.941779 valid_0's binary_logloss: 0.26484 valid_1's auc: 0.905029 valid_1's binary_logloss: 0.32288
[113] valid_0's auc: 0.94198 valid_0's binary_logloss: 0.264483 valid_1's auc: 0.904998 valid_1's binary_logloss: 0.322937
[114] valid_0's auc: 0.942281 valid_0's binary_logloss: 0.263955 valid_1's auc: 0.905008 valid_1's binary_logloss: 0.322958
[115] valid_0's auc: 0.942433 valid_0's binary_logloss: 0.263622 valid_1's auc: 0.905023 valid_1's binary_logloss: 0.323001
[116] valid_0's auc: 0.942632 valid_0's binary_logloss: 0.263257 valid_1's auc: 0.905004 valid_1's binary_logloss: 0.323077
[117] valid_0's auc: 0.942825 valid_0's binary_logloss: 0.262855 valid_1's auc: 0.904993 valid_1's binary_logloss: 0.32315
[118] valid_0's auc: 0.943037 valid_0's binary_logloss: 0.26246 valid_1's auc: 0.904877 valid_1's binary_logloss: 0.323358
[119] valid_0's auc: 0.943208 valid_0's binary_logloss: 0.262132 valid_1's auc: 0.904813 valid_1's binary_logloss: 0.323498
[120] valid_0's auc: 0.943496 valid_0's binary_logloss: 0.261607 valid_1's auc: 0.904807 valid_1's binary_logloss: 0.323481
[121] valid_0's auc: 0.943662 valid_0's binary_logloss: 0.261226 valid_1's auc: 0.904762 valid_1's binary_logloss: 0.323639
[122] valid_0's auc: 0.943751 valid_0's binary_logloss: 0.26106 valid_1's auc: 0.904718 valid_1's binary_logloss: 0.323736
[123] valid_0's auc: 0.943916 valid_0's binary_logloss: 0.260766 valid_1's auc: 0.904588 valid_1's binary_logloss: 0.323936
[124] valid_0's auc: 0.944155 valid_0's binary_logloss: 0.260319 valid_1's auc: 0.904505 valid_1's binary_logloss: 0.324082
[125] valid_0's auc: 0.944335 valid_0's binary_logloss: 0.259945 valid_1's auc: 0.904535 valid_1's binary_logloss: 0.324092
[126] valid_0's auc: 0.944549 valid_0's binary_logloss: 0.259565 valid_1's auc: 0.90448 valid_1's binary_logloss: 0.324222
[127] valid_0's auc: 0.944763 valid_0's binary_logloss: 0.259165 valid_1's auc: 0.904411 valid_1's binary_logloss: 0.324372
[128] valid_0's auc: 0.944934 valid_0's binary_logloss: 0.258837 valid_1's auc: 0.90435 valid_1's binary_logloss: 0.32452
[129] valid_0's auc: 0.945078 valid_0's binary_logloss: 0.258524 valid_1's auc: 0.904248 valid_1's binary_logloss: 0.324813
[130] valid_0's auc: 0.945396 valid_0's binary_logloss: 0.257954 valid_1's auc: 0.9041 valid_1's binary_logloss: 0.325105
[131] valid_0's auc: 0.945566 valid_0's binary_logloss: 0.257624 valid_1's auc: 0.904068 valid_1's binary_logloss: 0.325193
[132] valid_0's auc: 0.945728 valid_0's binary_logloss: 0.257317 valid_1's auc: 0.903912 valid_1's binary_logloss: 0.325447
[133] valid_0's auc: 0.94593 valid_0's binary_logloss: 0.256915 valid_1's auc: 0.903953 valid_1's binary_logloss: 0.325429
[134] valid_0's auc: 0.946124 valid_0's binary_logloss: 0.256548 valid_1's auc: 0.903922 valid_1's binary_logloss: 0.325547
[135] valid_0's auc: 0.946272 valid_0's binary_logloss: 0.256207 valid_1's auc: 0.903917 valid_1's binary_logloss: 0.325616
[136] valid_0's auc: 0.946445 valid_0's binary_logloss: 0.25588 valid_1's auc: 0.903982 valid_1's binary_logloss: 0.325544
[137] valid_0's auc: 0.94666 valid_0's binary_logloss: 0.255467 valid_1's auc: 0.903978 valid_1's binary_logloss: 0.325586
[138] valid_0's auc: 0.946805 valid_0's binary_logloss: 0.25516 valid_1's auc: 0.904015 valid_1's binary_logloss: 0.325594
[139] valid_0's auc: 0.946965 valid_0's binary_logloss: 0.254797 valid_1's auc: 0.90404 valid_1's binary_logloss: 0.325611
[140] valid_0's auc: 0.947155 valid_0's binary_logloss: 0.254442 valid_1's auc: 0.904027 valid_1's binary_logloss: 0.325582
[141] valid_0's auc: 0.947297 valid_0's binary_logloss: 0.254153 valid_1's auc: 0.904033 valid_1's binary_logloss: 0.325561
[142] valid_0's auc: 0.947408 valid_0's binary_logloss: 0.253916 valid_1's auc: 0.904004 valid_1's binary_logloss: 0.325657
[143] valid_0's auc: 0.947562 valid_0's binary_logloss: 0.253625 valid_1's auc: 0.903785 valid_1's binary_logloss: 0.326068
[144] valid_0's auc: 0.94773 valid_0's binary_logloss: 0.25331 valid_1's auc: 0.903871 valid_1's binary_logloss: 0.325958
[145] valid_0's auc: 0.947867 valid_0's binary_logloss: 0.253029 valid_1's auc: 0.903845 valid_1's binary_logloss: 0.325999
[146] valid_0's auc: 0.948114 valid_0's binary_logloss: 0.252568 valid_1's auc: 0.90366 valid_1's binary_logloss: 0.326302
[147] valid_0's auc: 0.948248 valid_0's binary_logloss: 0.252289 valid_1's auc: 0.903538 valid_1's binary_logloss: 0.326518
[148] valid_0's auc: 0.948389 valid_0's binary_logloss: 0.251996 valid_1's auc: 0.903572 valid_1's binary_logloss: 0.326488
[149] valid_0's auc: 0.94867 valid_0's binary_logloss: 0.251478 valid_1's auc: 0.903554 valid_1's binary_logloss: 0.326562
Early stopping, best iteration is:
[49] valid_0's auc: 0.92476 valid_0's binary_logloss: 0.296343 valid_1's auc: 0.90786 valid_1's binary_logloss: 0.317598
[1] valid_0's auc: 0.888393 valid_0's binary_logloss: 0.516795 valid_1's auc: 0.894288 valid_1's binary_logloss: 0.508216
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891394 valid_0's binary_logloss: 0.487867 valid_1's auc: 0.896915 valid_1's binary_logloss: 0.478643
[3] valid_0's auc: 0.89265 valid_0's binary_logloss: 0.464849 valid_1's auc: 0.89812 valid_1's binary_logloss: 0.455163
[4] valid_0's auc: 0.894437 valid_0's binary_logloss: 0.445621 valid_1's auc: 0.899483 valid_1's binary_logloss: 0.436039
[5] valid_0's auc: 0.896955 valid_0's binary_logloss: 0.429571 valid_1's auc: 0.901051 valid_1's binary_logloss: 0.420482
[6] valid_0's auc: 0.898332 valid_0's binary_logloss: 0.415928 valid_1's auc: 0.901613 valid_1's binary_logloss: 0.406859
[7] valid_0's auc: 0.899861 valid_0's binary_logloss: 0.404206 valid_1's auc: 0.902556 valid_1's binary_logloss: 0.395336
[8] valid_0's auc: 0.900488 valid_0's binary_logloss: 0.394139 valid_1's auc: 0.90247 valid_1's binary_logloss: 0.385733
[9] valid_0's auc: 0.901452 valid_0's binary_logloss: 0.385418 valid_1's auc: 0.903433 valid_1's binary_logloss: 0.377078
[10] valid_0's auc: 0.902105 valid_0's binary_logloss: 0.377963 valid_1's auc: 0.903624 valid_1's binary_logloss: 0.370046
[11] valid_0's auc: 0.902945 valid_0's binary_logloss: 0.371098 valid_1's auc: 0.904239 valid_1's binary_logloss: 0.363529
[12] valid_0's auc: 0.903515 valid_0's binary_logloss: 0.365223 valid_1's auc: 0.904537 valid_1's binary_logloss: 0.358078
[13] valid_0's auc: 0.904605 valid_0's binary_logloss: 0.35982 valid_1's auc: 0.904887 valid_1's binary_logloss: 0.353394
[14] valid_0's auc: 0.905644 valid_0's binary_logloss: 0.354895 valid_1's auc: 0.90514 valid_1's binary_logloss: 0.349229
[15] valid_0's auc: 0.906416 valid_0's binary_logloss: 0.35056 valid_1's auc: 0.905629 valid_1's binary_logloss: 0.345341
[16] valid_0's auc: 0.906936 valid_0's binary_logloss: 0.346773 valid_1's auc: 0.905922 valid_1's binary_logloss: 0.341963
[17] valid_0's auc: 0.907718 valid_0's binary_logloss: 0.343116 valid_1's auc: 0.90646 valid_1's binary_logloss: 0.338764
[18] valid_0's auc: 0.908265 valid_0's binary_logloss: 0.33999 valid_1's auc: 0.906739 valid_1's binary_logloss: 0.336028
[19] valid_0's auc: 0.909204 valid_0's binary_logloss: 0.336866 valid_1's auc: 0.906965 valid_1's binary_logloss: 0.333716
[20] valid_0's auc: 0.909879 valid_0's binary_logloss: 0.334199 valid_1's auc: 0.906986 valid_1's binary_logloss: 0.331886
[21] valid_0's auc: 0.91049 valid_0's binary_logloss: 0.331733 valid_1's auc: 0.906944 valid_1's binary_logloss: 0.330278
[22] valid_0's auc: 0.911221 valid_0's binary_logloss: 0.329417 valid_1's auc: 0.907212 valid_1's binary_logloss: 0.328685
[23] valid_0's auc: 0.91199 valid_0's binary_logloss: 0.327145 valid_1's auc: 0.907289 valid_1's binary_logloss: 0.32728
[24] valid_0's auc: 0.912599 valid_0's binary_logloss: 0.325046 valid_1's auc: 0.907322 valid_1's binary_logloss: 0.326084
[25] valid_0's auc: 0.913126 valid_0's binary_logloss: 0.323271 valid_1's auc: 0.907312 valid_1's binary_logloss: 0.325168
[26] valid_0's auc: 0.913635 valid_0's binary_logloss: 0.321568 valid_1's auc: 0.907363 valid_1's binary_logloss: 0.324235
[27] valid_0's auc: 0.914109 valid_0's binary_logloss: 0.319968 valid_1's auc: 0.907433 valid_1's binary_logloss: 0.323425
[28] valid_0's auc: 0.914755 valid_0's binary_logloss: 0.318217 valid_1's auc: 0.907439 valid_1's binary_logloss: 0.322682
[29] valid_0's auc: 0.91531 valid_0's binary_logloss: 0.316651 valid_1's auc: 0.907377 valid_1's binary_logloss: 0.322161
[30] valid_0's auc: 0.915799 valid_0's binary_logloss: 0.315432 valid_1's auc: 0.907579 valid_1's binary_logloss: 0.32147
[31] valid_0's auc: 0.916265 valid_0's binary_logloss: 0.314172 valid_1's auc: 0.907614 valid_1's binary_logloss: 0.321033
[32] valid_0's auc: 0.916621 valid_0's binary_logloss: 0.313109 valid_1's auc: 0.907948 valid_1's binary_logloss: 0.320231
[33] valid_0's auc: 0.917134 valid_0's binary_logloss: 0.311835 valid_1's auc: 0.907901 valid_1's binary_logloss: 0.319894
[34] valid_0's auc: 0.917421 valid_0's binary_logloss: 0.310915 valid_1's auc: 0.90805 valid_1's binary_logloss: 0.319356
[35] valid_0's auc: 0.917912 valid_0's binary_logloss: 0.309739 valid_1's auc: 0.907945 valid_1's binary_logloss: 0.319148
[36] valid_0's auc: 0.918368 valid_0's binary_logloss: 0.308658 valid_1's auc: 0.90807 valid_1's binary_logloss: 0.318764
[37] valid_0's auc: 0.918869 valid_0's binary_logloss: 0.307508 valid_1's auc: 0.908228 valid_1's binary_logloss: 0.318273
[38] valid_0's auc: 0.919281 valid_0's binary_logloss: 0.306443 valid_1's auc: 0.908392 valid_1's binary_logloss: 0.317879
[39] valid_0's auc: 0.919868 valid_0's binary_logloss: 0.305344 valid_1's auc: 0.90828 valid_1's binary_logloss: 0.317828
[40] valid_0's auc: 0.920222 valid_0's binary_logloss: 0.30452 valid_1's auc: 0.908383 valid_1's binary_logloss: 0.317532
[41] valid_0's auc: 0.92061 valid_0's binary_logloss: 0.303651 valid_1's auc: 0.908374 valid_1's binary_logloss: 0.317365
[42] valid_0's auc: 0.920924 valid_0's binary_logloss: 0.302944 valid_1's auc: 0.908391 valid_1's binary_logloss: 0.317127
[43] valid_0's auc: 0.921362 valid_0's binary_logloss: 0.302061 valid_1's auc: 0.908455 valid_1's binary_logloss: 0.316929
[44] valid_0's auc: 0.921796 valid_0's binary_logloss: 0.301145 valid_1's auc: 0.908605 valid_1's binary_logloss: 0.316586
[45] valid_0's auc: 0.922275 valid_0's binary_logloss: 0.300213 valid_1's auc: 0.90866 valid_1's binary_logloss: 0.316503
[46] valid_0's auc: 0.922599 valid_0's binary_logloss: 0.299581 valid_1's auc: 0.908683 valid_1's binary_logloss: 0.316401
[47] valid_0's auc: 0.923 valid_0's binary_logloss: 0.298806 valid_1's auc: 0.908634 valid_1's binary_logloss: 0.316502
[48] valid_0's auc: 0.923402 valid_0's binary_logloss: 0.298057 valid_1's auc: 0.908615 valid_1's binary_logloss: 0.316498
[49] valid_0's auc: 0.923728 valid_0's binary_logloss: 0.297433 valid_1's auc: 0.908437 valid_1's binary_logloss: 0.316696
[50] valid_0's auc: 0.924155 valid_0's binary_logloss: 0.296703 valid_1's auc: 0.908504 valid_1's binary_logloss: 0.316532
[51] valid_0's auc: 0.924552 valid_0's binary_logloss: 0.295918 valid_1's auc: 0.9085 valid_1's binary_logloss: 0.316456
[52] valid_0's auc: 0.92501 valid_0's binary_logloss: 0.295165 valid_1's auc: 0.908454 valid_1's binary_logloss: 0.316549
[53] valid_0's auc: 0.925514 valid_0's binary_logloss: 0.294276 valid_1's auc: 0.908323 valid_1's binary_logloss: 0.316731
[54] valid_0's auc: 0.92582 valid_0's binary_logloss: 0.293742 valid_1's auc: 0.908423 valid_1's binary_logloss: 0.316571
[55] valid_0's auc: 0.926104 valid_0's binary_logloss: 0.29319 valid_1's auc: 0.908454 valid_1's binary_logloss: 0.316514
[56] valid_0's auc: 0.926502 valid_0's binary_logloss: 0.292466 valid_1's auc: 0.90838 valid_1's binary_logloss: 0.316596
[57] valid_0's auc: 0.926723 valid_0's binary_logloss: 0.292045 valid_1's auc: 0.908338 valid_1's binary_logloss: 0.316655
[58] valid_0's auc: 0.927048 valid_0's binary_logloss: 0.291402 valid_1's auc: 0.908285 valid_1's binary_logloss: 0.316719
[59] valid_0's auc: 0.927413 valid_0's binary_logloss: 0.290762 valid_1's auc: 0.908226 valid_1's binary_logloss: 0.316828
[60] valid_0's auc: 0.927752 valid_0's binary_logloss: 0.290182 valid_1's auc: 0.9083 valid_1's binary_logloss: 0.316679
[61] valid_0's auc: 0.927996 valid_0's binary_logloss: 0.289754 valid_1's auc: 0.908301 valid_1's binary_logloss: 0.316671
[62] valid_0's auc: 0.928274 valid_0's binary_logloss: 0.28928 valid_1's auc: 0.908147 valid_1's binary_logloss: 0.316879
[63] valid_0's auc: 0.928585 valid_0's binary_logloss: 0.288738 valid_1's auc: 0.908083 valid_1's binary_logloss: 0.317009
[64] valid_0's auc: 0.928981 valid_0's binary_logloss: 0.28808 valid_1's auc: 0.908006 valid_1's binary_logloss: 0.317155
[65] valid_0's auc: 0.929281 valid_0's binary_logloss: 0.287522 valid_1's auc: 0.907992 valid_1's binary_logloss: 0.317222
[66] valid_0's auc: 0.92959 valid_0's binary_logloss: 0.286971 valid_1's auc: 0.907884 valid_1's binary_logloss: 0.317358
[67] valid_0's auc: 0.929809 valid_0's binary_logloss: 0.286564 valid_1's auc: 0.907889 valid_1's binary_logloss: 0.317357
[68] valid_0's auc: 0.930079 valid_0's binary_logloss: 0.286062 valid_1's auc: 0.907909 valid_1's binary_logloss: 0.31736
[69] valid_0's auc: 0.930368 valid_0's binary_logloss: 0.28555 valid_1's auc: 0.907805 valid_1's binary_logloss: 0.317541
[70] valid_0's auc: 0.930619 valid_0's binary_logloss: 0.285058 valid_1's auc: 0.907716 valid_1's binary_logloss: 0.317716
[71] valid_0's auc: 0.930926 valid_0's binary_logloss: 0.284522 valid_1's auc: 0.907659 valid_1's binary_logloss: 0.317847
[72] valid_0's auc: 0.931329 valid_0's binary_logloss: 0.283894 valid_1's auc: 0.907585 valid_1's binary_logloss: 0.317922
[73] valid_0's auc: 0.931737 valid_0's binary_logloss: 0.283213 valid_1's auc: 0.907522 valid_1's binary_logloss: 0.318054
[74] valid_0's auc: 0.931865 valid_0's binary_logloss: 0.282959 valid_1's auc: 0.907416 valid_1's binary_logloss: 0.318242
[75] valid_0's auc: 0.932046 valid_0's binary_logloss: 0.282589 valid_1's auc: 0.907288 valid_1's binary_logloss: 0.318441
[76] valid_0's auc: 0.93233 valid_0's binary_logloss: 0.282117 valid_1's auc: 0.907243 valid_1's binary_logloss: 0.3185
[77] valid_0's auc: 0.932649 valid_0's binary_logloss: 0.28155 valid_1's auc: 0.907118 valid_1's binary_logloss: 0.318655
[78] valid_0's auc: 0.93293 valid_0's binary_logloss: 0.281041 valid_1's auc: 0.907145 valid_1's binary_logloss: 0.318661
[79] valid_0's auc: 0.93325 valid_0's binary_logloss: 0.280472 valid_1's auc: 0.907075 valid_1's binary_logloss: 0.318711
[80] valid_0's auc: 0.933532 valid_0's binary_logloss: 0.280004 valid_1's auc: 0.90702 valid_1's binary_logloss: 0.318809
[81] valid_0's auc: 0.933806 valid_0's binary_logloss: 0.279547 valid_1's auc: 0.90701 valid_1's binary_logloss: 0.318773
[82] valid_0's auc: 0.934014 valid_0's binary_logloss: 0.279207 valid_1's auc: 0.906969 valid_1's binary_logloss: 0.318856
[83] valid_0's auc: 0.934285 valid_0's binary_logloss: 0.278727 valid_1's auc: 0.9069 valid_1's binary_logloss: 0.319037
[84] valid_0's auc: 0.934518 valid_0's binary_logloss: 0.278255 valid_1's auc: 0.906751 valid_1's binary_logloss: 0.319305
[85] valid_0's auc: 0.934673 valid_0's binary_logloss: 0.277969 valid_1's auc: 0.906769 valid_1's binary_logloss: 0.319276
[86] valid_0's auc: 0.934888 valid_0's binary_logloss: 0.277615 valid_1's auc: 0.906717 valid_1's binary_logloss: 0.319368
[87] valid_0's auc: 0.93509 valid_0's binary_logloss: 0.277233 valid_1's auc: 0.906617 valid_1's binary_logloss: 0.31952
[88] valid_0's auc: 0.935378 valid_0's binary_logloss: 0.276709 valid_1's auc: 0.906619 valid_1's binary_logloss: 0.319544
[89] valid_0's auc: 0.935603 valid_0's binary_logloss: 0.276289 valid_1's auc: 0.906592 valid_1's binary_logloss: 0.319654
[90] valid_0's auc: 0.935846 valid_0's binary_logloss: 0.275848 valid_1's auc: 0.906561 valid_1's binary_logloss: 0.319663
[91] valid_0's auc: 0.936049 valid_0's binary_logloss: 0.275501 valid_1's auc: 0.906564 valid_1's binary_logloss: 0.319692
[92] valid_0's auc: 0.936214 valid_0's binary_logloss: 0.275136 valid_1's auc: 0.906474 valid_1's binary_logloss: 0.319905
[93] valid_0's auc: 0.936466 valid_0's binary_logloss: 0.274675 valid_1's auc: 0.906375 valid_1's binary_logloss: 0.320121
[94] valid_0's auc: 0.936738 valid_0's binary_logloss: 0.274212 valid_1's auc: 0.906126 valid_1's binary_logloss: 0.320521
[95] valid_0's auc: 0.936944 valid_0's binary_logloss: 0.273795 valid_1's auc: 0.906076 valid_1's binary_logloss: 0.320623
[96] valid_0's auc: 0.93718 valid_0's binary_logloss: 0.27342 valid_1's auc: 0.90608 valid_1's binary_logloss: 0.320639
[97] valid_0's auc: 0.937323 valid_0's binary_logloss: 0.273127 valid_1's auc: 0.905945 valid_1's binary_logloss: 0.320824
[98] valid_0's auc: 0.937497 valid_0's binary_logloss: 0.272818 valid_1's auc: 0.905826 valid_1's binary_logloss: 0.321023
[99] valid_0's auc: 0.937737 valid_0's binary_logloss: 0.272366 valid_1's auc: 0.905725 valid_1's binary_logloss: 0.321271
[100] valid_0's auc: 0.937973 valid_0's binary_logloss: 0.27195 valid_1's auc: 0.905683 valid_1's binary_logloss: 0.321386
[101] valid_0's auc: 0.938215 valid_0's binary_logloss: 0.271548 valid_1's auc: 0.905702 valid_1's binary_logloss: 0.321408
[102] valid_0's auc: 0.938352 valid_0's binary_logloss: 0.271275 valid_1's auc: 0.905756 valid_1's binary_logloss: 0.321341
[103] valid_0's auc: 0.938645 valid_0's binary_logloss: 0.270795 valid_1's auc: 0.905616 valid_1's binary_logloss: 0.32156
[104] valid_0's auc: 0.938829 valid_0's binary_logloss: 0.270479 valid_1's auc: 0.905538 valid_1's binary_logloss: 0.321701
[105] valid_0's auc: 0.939028 valid_0's binary_logloss: 0.27014 valid_1's auc: 0.905469 valid_1's binary_logloss: 0.321868
[106] valid_0's auc: 0.939251 valid_0's binary_logloss: 0.269737 valid_1's auc: 0.905436 valid_1's binary_logloss: 0.3219
[107] valid_0's auc: 0.939482 valid_0's binary_logloss: 0.269284 valid_1's auc: 0.905301 valid_1's binary_logloss: 0.322221
[108] valid_0's auc: 0.939672 valid_0's binary_logloss: 0.268912 valid_1's auc: 0.905222 valid_1's binary_logloss: 0.322372
[109] valid_0's auc: 0.939943 valid_0's binary_logloss: 0.26847 valid_1's auc: 0.905232 valid_1's binary_logloss: 0.322354
[110] valid_0's auc: 0.940057 valid_0's binary_logloss: 0.268254 valid_1's auc: 0.905155 valid_1's binary_logloss: 0.322521
[111] valid_0's auc: 0.940309 valid_0's binary_logloss: 0.267818 valid_1's auc: 0.905126 valid_1's binary_logloss: 0.322585
[112] valid_0's auc: 0.940462 valid_0's binary_logloss: 0.267507 valid_1's auc: 0.905073 valid_1's binary_logloss: 0.322692
[113] valid_0's auc: 0.940621 valid_0's binary_logloss: 0.267199 valid_1's auc: 0.905075 valid_1's binary_logloss: 0.322724
[114] valid_0's auc: 0.940827 valid_0's binary_logloss: 0.266824 valid_1's auc: 0.9049 valid_1's binary_logloss: 0.323049
[115] valid_0's auc: 0.940996 valid_0's binary_logloss: 0.266479 valid_1's auc: 0.904785 valid_1's binary_logloss: 0.323288
[116] valid_0's auc: 0.941247 valid_0's binary_logloss: 0.266054 valid_1's auc: 0.904662 valid_1's binary_logloss: 0.323534
[117] valid_0's auc: 0.941417 valid_0's binary_logloss: 0.265695 valid_1's auc: 0.904448 valid_1's binary_logloss: 0.323923
[118] valid_0's auc: 0.941681 valid_0's binary_logloss: 0.265224 valid_1's auc: 0.904401 valid_1's binary_logloss: 0.324009
[119] valid_0's auc: 0.941866 valid_0's binary_logloss: 0.264872 valid_1's auc: 0.904384 valid_1's binary_logloss: 0.324105
[120] valid_0's auc: 0.942011 valid_0's binary_logloss: 0.264578 valid_1's auc: 0.904362 valid_1's binary_logloss: 0.324212
[121] valid_0's auc: 0.942191 valid_0's binary_logloss: 0.264226 valid_1's auc: 0.904354 valid_1's binary_logloss: 0.324273
[122] valid_0's auc: 0.942529 valid_0's binary_logloss: 0.263664 valid_1's auc: 0.90424 valid_1's binary_logloss: 0.324454
[123] valid_0's auc: 0.942667 valid_0's binary_logloss: 0.263382 valid_1's auc: 0.904179 valid_1's binary_logloss: 0.324619
[124] valid_0's auc: 0.94286 valid_0's binary_logloss: 0.263052 valid_1's auc: 0.904146 valid_1's binary_logloss: 0.324692
[125] valid_0's auc: 0.943083 valid_0's binary_logloss: 0.262653 valid_1's auc: 0.904196 valid_1's binary_logloss: 0.324582
[126] valid_0's auc: 0.94319 valid_0's binary_logloss: 0.262477 valid_1's auc: 0.90414 valid_1's binary_logloss: 0.324681
[127] valid_0's auc: 0.943387 valid_0's binary_logloss: 0.262085 valid_1's auc: 0.904047 valid_1's binary_logloss: 0.324842
[128] valid_0's auc: 0.943577 valid_0's binary_logloss: 0.26172 valid_1's auc: 0.904025 valid_1's binary_logloss: 0.324896
[129] valid_0's auc: 0.943711 valid_0's binary_logloss: 0.261483 valid_1's auc: 0.903993 valid_1's binary_logloss: 0.324942
[130] valid_0's auc: 0.943874 valid_0's binary_logloss: 0.261181 valid_1's auc: 0.903899 valid_1's binary_logloss: 0.325094
[131] valid_0's auc: 0.944001 valid_0's binary_logloss: 0.26092 valid_1's auc: 0.903794 valid_1's binary_logloss: 0.325264
[132] valid_0's auc: 0.944233 valid_0's binary_logloss: 0.26052 valid_1's auc: 0.903736 valid_1's binary_logloss: 0.325389
[133] valid_0's auc: 0.944525 valid_0's binary_logloss: 0.260002 valid_1's auc: 0.903746 valid_1's binary_logloss: 0.325349
[134] valid_0's auc: 0.944657 valid_0's binary_logloss: 0.259747 valid_1's auc: 0.903668 valid_1's binary_logloss: 0.325479
[135] valid_0's auc: 0.944825 valid_0's binary_logloss: 0.259415 valid_1's auc: 0.903623 valid_1's binary_logloss: 0.325581
[136] valid_0's auc: 0.944982 valid_0's binary_logloss: 0.259107 valid_1's auc: 0.903617 valid_1's binary_logloss: 0.325642
[137] valid_0's auc: 0.945181 valid_0's binary_logloss: 0.258722 valid_1's auc: 0.903588 valid_1's binary_logloss: 0.325731
[138] valid_0's auc: 0.945318 valid_0's binary_logloss: 0.258468 valid_1's auc: 0.903541 valid_1's binary_logloss: 0.325838
[139] valid_0's auc: 0.94554 valid_0's binary_logloss: 0.258071 valid_1's auc: 0.903461 valid_1's binary_logloss: 0.326
[140] valid_0's auc: 0.945801 valid_0's binary_logloss: 0.257622 valid_1's auc: 0.90339 valid_1's binary_logloss: 0.326143
[141] valid_0's auc: 0.945919 valid_0's binary_logloss: 0.257342 valid_1's auc: 0.903299 valid_1's binary_logloss: 0.326343
[142] valid_0's auc: 0.946103 valid_0's binary_logloss: 0.257002 valid_1's auc: 0.903188 valid_1's binary_logloss: 0.326585
[143] valid_0's auc: 0.946229 valid_0's binary_logloss: 0.256722 valid_1's auc: 0.903163 valid_1's binary_logloss: 0.326697
[144] valid_0's auc: 0.946383 valid_0's binary_logloss: 0.256387 valid_1's auc: 0.903184 valid_1's binary_logloss: 0.326725
[145] valid_0's auc: 0.946697 valid_0's binary_logloss: 0.255872 valid_1's auc: 0.90321 valid_1's binary_logloss: 0.326683
[146] valid_0's auc: 0.946846 valid_0's binary_logloss: 0.255551 valid_1's auc: 0.903128 valid_1's binary_logloss: 0.326941
Early stopping, best iteration is:
[46] valid_0's auc: 0.922599 valid_0's binary_logloss: 0.299581 valid_1's auc: 0.908683 valid_1's binary_logloss: 0.316401
[1] valid_0's auc: 0.889017 valid_0's binary_logloss: 0.51704 valid_1's auc: 0.893003 valid_1's binary_logloss: 0.508663
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.893661 valid_0's binary_logloss: 0.487821 valid_1's auc: 0.89789 valid_1's binary_logloss: 0.479031
[3] valid_0's auc: 0.895358 valid_0's binary_logloss: 0.46475 valid_1's auc: 0.900518 valid_1's binary_logloss: 0.455502
[4] valid_0's auc: 0.897521 valid_0's binary_logloss: 0.445439 valid_1's auc: 0.901053 valid_1's binary_logloss: 0.436218
[5] valid_0's auc: 0.898548 valid_0's binary_logloss: 0.429505 valid_1's auc: 0.902382 valid_1's binary_logloss: 0.42009
[6] valid_0's auc: 0.900136 valid_0's binary_logloss: 0.415702 valid_1's auc: 0.903689 valid_1's binary_logloss: 0.406213
[7] valid_0's auc: 0.901043 valid_0's binary_logloss: 0.403937 valid_1's auc: 0.904063 valid_1's binary_logloss: 0.394669
[8] valid_0's auc: 0.901915 valid_0's binary_logloss: 0.3937 valid_1's auc: 0.904593 valid_1's binary_logloss: 0.384593
[9] valid_0's auc: 0.902614 valid_0's binary_logloss: 0.384979 valid_1's auc: 0.905035 valid_1's binary_logloss: 0.376022
[10] valid_0's auc: 0.903685 valid_0's binary_logloss: 0.377086 valid_1's auc: 0.905329 valid_1's binary_logloss: 0.368898
[11] valid_0's auc: 0.904382 valid_0's binary_logloss: 0.370239 valid_1's auc: 0.90596 valid_1's binary_logloss: 0.362513
[12] valid_0's auc: 0.904928 valid_0's binary_logloss: 0.364202 valid_1's auc: 0.905891 valid_1's binary_logloss: 0.357052
[13] valid_0's auc: 0.905978 valid_0's binary_logloss: 0.358812 valid_1's auc: 0.906362 valid_1's binary_logloss: 0.352116
[14] valid_0's auc: 0.906802 valid_0's binary_logloss: 0.354021 valid_1's auc: 0.906936 valid_1's binary_logloss: 0.347742
[15] valid_0's auc: 0.907538 valid_0's binary_logloss: 0.349681 valid_1's auc: 0.907273 valid_1's binary_logloss: 0.343932
[16] valid_0's auc: 0.908292 valid_0's binary_logloss: 0.345783 valid_1's auc: 0.907608 valid_1's binary_logloss: 0.340528
[17] valid_0's auc: 0.908863 valid_0's binary_logloss: 0.342282 valid_1's auc: 0.907757 valid_1's binary_logloss: 0.337605
[18] valid_0's auc: 0.909461 valid_0's binary_logloss: 0.339098 valid_1's auc: 0.907848 valid_1's binary_logloss: 0.335112
[19] valid_0's auc: 0.910237 valid_0's binary_logloss: 0.336034 valid_1's auc: 0.908161 valid_1's binary_logloss: 0.332672
[20] valid_0's auc: 0.910715 valid_0's binary_logloss: 0.333413 valid_1's auc: 0.908313 valid_1's binary_logloss: 0.330645
[21] valid_0's auc: 0.911366 valid_0's binary_logloss: 0.330845 valid_1's auc: 0.908607 valid_1's binary_logloss: 0.328627
[22] valid_0's auc: 0.912021 valid_0's binary_logloss: 0.328523 valid_1's auc: 0.908751 valid_1's binary_logloss: 0.327038
[23] valid_0's auc: 0.912646 valid_0's binary_logloss: 0.326292 valid_1's auc: 0.908628 valid_1's binary_logloss: 0.325831
[24] valid_0's auc: 0.913278 valid_0's binary_logloss: 0.324304 valid_1's auc: 0.908781 valid_1's binary_logloss: 0.32467
[25] valid_0's auc: 0.913843 valid_0's binary_logloss: 0.322426 valid_1's auc: 0.908812 valid_1's binary_logloss: 0.323652
[26] valid_0's auc: 0.914506 valid_0's binary_logloss: 0.320639 valid_1's auc: 0.90896 valid_1's binary_logloss: 0.322552
[27] valid_0's auc: 0.915052 valid_0's binary_logloss: 0.31885 valid_1's auc: 0.909006 valid_1's binary_logloss: 0.321599
[28] valid_0's auc: 0.915538 valid_0's binary_logloss: 0.317377 valid_1's auc: 0.909137 valid_1's binary_logloss: 0.320806
[29] valid_0's auc: 0.915968 valid_0's binary_logloss: 0.316008 valid_1's auc: 0.909082 valid_1's binary_logloss: 0.320286
[30] valid_0's auc: 0.916492 valid_0's binary_logloss: 0.31461 valid_1's auc: 0.909175 valid_1's binary_logloss: 0.319621
[31] valid_0's auc: 0.917075 valid_0's binary_logloss: 0.313159 valid_1's auc: 0.909275 valid_1's binary_logloss: 0.318918
[32] valid_0's auc: 0.917512 valid_0's binary_logloss: 0.311901 valid_1's auc: 0.909333 valid_1's binary_logloss: 0.318398
[33] valid_0's auc: 0.918 valid_0's binary_logloss: 0.310673 valid_1's auc: 0.909367 valid_1's binary_logloss: 0.317966
[34] valid_0's auc: 0.918528 valid_0's binary_logloss: 0.309477 valid_1's auc: 0.909237 valid_1's binary_logloss: 0.317786
[35] valid_0's auc: 0.919055 valid_0's binary_logloss: 0.308316 valid_1's auc: 0.909123 valid_1's binary_logloss: 0.317654
[36] valid_0's auc: 0.919365 valid_0's binary_logloss: 0.307448 valid_1's auc: 0.909155 valid_1's binary_logloss: 0.317281
[37] valid_0's auc: 0.919825 valid_0's binary_logloss: 0.306478 valid_1's auc: 0.909343 valid_1's binary_logloss: 0.316821
[38] valid_0's auc: 0.920271 valid_0's binary_logloss: 0.305526 valid_1's auc: 0.909437 valid_1's binary_logloss: 0.316513
[39] valid_0's auc: 0.920677 valid_0's binary_logloss: 0.304586 valid_1's auc: 0.909464 valid_1's binary_logloss: 0.316293
[40] valid_0's auc: 0.921068 valid_0's binary_logloss: 0.30375 valid_1's auc: 0.909526 valid_1's binary_logloss: 0.315996
[41] valid_0's auc: 0.921527 valid_0's binary_logloss: 0.302745 valid_1's auc: 0.90966 valid_1's binary_logloss: 0.315655
[42] valid_0's auc: 0.921932 valid_0's binary_logloss: 0.301937 valid_1's auc: 0.909644 valid_1's binary_logloss: 0.315528
[43] valid_0's auc: 0.922366 valid_0's binary_logloss: 0.3011 valid_1's auc: 0.909709 valid_1's binary_logloss: 0.315324
[44] valid_0's auc: 0.922755 valid_0's binary_logloss: 0.300342 valid_1's auc: 0.909532 valid_1's binary_logloss: 0.315453
[45] valid_0's auc: 0.923242 valid_0's binary_logloss: 0.299449 valid_1's auc: 0.909569 valid_1's binary_logloss: 0.315285
[46] valid_0's auc: 0.923544 valid_0's binary_logloss: 0.298756 valid_1's auc: 0.909539 valid_1's binary_logloss: 0.315197
[47] valid_0's auc: 0.923919 valid_0's binary_logloss: 0.297998 valid_1's auc: 0.909628 valid_1's binary_logloss: 0.31498
[48] valid_0's auc: 0.924262 valid_0's binary_logloss: 0.297262 valid_1's auc: 0.909663 valid_1's binary_logloss: 0.314807
[49] valid_0's auc: 0.924661 valid_0's binary_logloss: 0.296542 valid_1's auc: 0.909755 valid_1's binary_logloss: 0.314616
[50] valid_0's auc: 0.925017 valid_0's binary_logloss: 0.295874 valid_1's auc: 0.909713 valid_1's binary_logloss: 0.314639
[51] valid_0's auc: 0.925359 valid_0's binary_logloss: 0.295233 valid_1's auc: 0.909493 valid_1's binary_logloss: 0.314825
[52] valid_0's auc: 0.925719 valid_0's binary_logloss: 0.294628 valid_1's auc: 0.909404 valid_1's binary_logloss: 0.314867
[53] valid_0's auc: 0.926122 valid_0's binary_logloss: 0.293895 valid_1's auc: 0.90943 valid_1's binary_logloss: 0.314754
[54] valid_0's auc: 0.926447 valid_0's binary_logloss: 0.293304 valid_1's auc: 0.909561 valid_1's binary_logloss: 0.314512
[55] valid_0's auc: 0.926659 valid_0's binary_logloss: 0.292857 valid_1's auc: 0.909517 valid_1's binary_logloss: 0.314527
[56] valid_0's auc: 0.926941 valid_0's binary_logloss: 0.292226 valid_1's auc: 0.909348 valid_1's binary_logloss: 0.314773
[57] valid_0's auc: 0.927147 valid_0's binary_logloss: 0.291777 valid_1's auc: 0.909267 valid_1's binary_logloss: 0.314803
[58] valid_0's auc: 0.927447 valid_0's binary_logloss: 0.291196 valid_1's auc: 0.909238 valid_1's binary_logloss: 0.314841
[59] valid_0's auc: 0.927863 valid_0's binary_logloss: 0.290525 valid_1's auc: 0.909232 valid_1's binary_logloss: 0.314834
[60] valid_0's auc: 0.928118 valid_0's binary_logloss: 0.290052 valid_1's auc: 0.909116 valid_1's binary_logloss: 0.315028
[61] valid_0's auc: 0.928339 valid_0's binary_logloss: 0.289638 valid_1's auc: 0.909179 valid_1's binary_logloss: 0.314917
[62] valid_0's auc: 0.928593 valid_0's binary_logloss: 0.289166 valid_1's auc: 0.909099 valid_1's binary_logloss: 0.314986
[63] valid_0's auc: 0.928901 valid_0's binary_logloss: 0.288682 valid_1's auc: 0.908944 valid_1's binary_logloss: 0.315209
[64] valid_0's auc: 0.929245 valid_0's binary_logloss: 0.28806 valid_1's auc: 0.908773 valid_1's binary_logloss: 0.315468
[65] valid_0's auc: 0.92953 valid_0's binary_logloss: 0.28757 valid_1's auc: 0.908723 valid_1's binary_logloss: 0.315524
[66] valid_0's auc: 0.929836 valid_0's binary_logloss: 0.287042 valid_1's auc: 0.908763 valid_1's binary_logloss: 0.315509
[67] valid_0's auc: 0.930135 valid_0's binary_logloss: 0.286531 valid_1's auc: 0.908675 valid_1's binary_logloss: 0.315624
[68] valid_0's auc: 0.930481 valid_0's binary_logloss: 0.285923 valid_1's auc: 0.908662 valid_1's binary_logloss: 0.315659
[69] valid_0's auc: 0.930765 valid_0's binary_logloss: 0.285448 valid_1's auc: 0.908655 valid_1's binary_logloss: 0.31564
[70] valid_0's auc: 0.931065 valid_0's binary_logloss: 0.284912 valid_1's auc: 0.908547 valid_1's binary_logloss: 0.315784
[71] valid_0's auc: 0.931291 valid_0's binary_logloss: 0.284481 valid_1's auc: 0.908536 valid_1's binary_logloss: 0.315807
[72] valid_0's auc: 0.931484 valid_0's binary_logloss: 0.284159 valid_1's auc: 0.908514 valid_1's binary_logloss: 0.315887
[73] valid_0's auc: 0.931726 valid_0's binary_logloss: 0.283669 valid_1's auc: 0.90851 valid_1's binary_logloss: 0.315903
[74] valid_0's auc: 0.932125 valid_0's binary_logloss: 0.282974 valid_1's auc: 0.908512 valid_1's binary_logloss: 0.315905
[75] valid_0's auc: 0.932428 valid_0's binary_logloss: 0.282409 valid_1's auc: 0.908514 valid_1's binary_logloss: 0.31589
[76] valid_0's auc: 0.932714 valid_0's binary_logloss: 0.281881 valid_1's auc: 0.90841 valid_1's binary_logloss: 0.316028
[77] valid_0's auc: 0.932943 valid_0's binary_logloss: 0.281395 valid_1's auc: 0.908388 valid_1's binary_logloss: 0.316051
[78] valid_0's auc: 0.933236 valid_0's binary_logloss: 0.280842 valid_1's auc: 0.908358 valid_1's binary_logloss: 0.316065
[79] valid_0's auc: 0.933504 valid_0's binary_logloss: 0.280386 valid_1's auc: 0.908366 valid_1's binary_logloss: 0.316032
[80] valid_0's auc: 0.933789 valid_0's binary_logloss: 0.279887 valid_1's auc: 0.908329 valid_1's binary_logloss: 0.31616
[81] valid_0's auc: 0.934074 valid_0's binary_logloss: 0.279392 valid_1's auc: 0.90824 valid_1's binary_logloss: 0.316318
[82] valid_0's auc: 0.934475 valid_0's binary_logloss: 0.278776 valid_1's auc: 0.907988 valid_1's binary_logloss: 0.316662
[83] valid_0's auc: 0.934643 valid_0's binary_logloss: 0.278377 valid_1's auc: 0.907947 valid_1's binary_logloss: 0.316766
[84] valid_0's auc: 0.935033 valid_0's binary_logloss: 0.277684 valid_1's auc: 0.907887 valid_1's binary_logloss: 0.316834
[85] valid_0's auc: 0.935339 valid_0's binary_logloss: 0.277139 valid_1's auc: 0.907938 valid_1's binary_logloss: 0.316819
[86] valid_0's auc: 0.935647 valid_0's binary_logloss: 0.276578 valid_1's auc: 0.907885 valid_1's binary_logloss: 0.316874
[87] valid_0's auc: 0.935948 valid_0's binary_logloss: 0.276046 valid_1's auc: 0.907951 valid_1's binary_logloss: 0.316769
[88] valid_0's auc: 0.936226 valid_0's binary_logloss: 0.275577 valid_1's auc: 0.907882 valid_1's binary_logloss: 0.316912
[89] valid_0's auc: 0.936536 valid_0's binary_logloss: 0.27507 valid_1's auc: 0.907904 valid_1's binary_logloss: 0.316884
[90] valid_0's auc: 0.936798 valid_0's binary_logloss: 0.274596 valid_1's auc: 0.907794 valid_1's binary_logloss: 0.317093
[91] valid_0's auc: 0.937008 valid_0's binary_logloss: 0.274182 valid_1's auc: 0.907779 valid_1's binary_logloss: 0.317153
[92] valid_0's auc: 0.937247 valid_0's binary_logloss: 0.273779 valid_1's auc: 0.907703 valid_1's binary_logloss: 0.317298
[93] valid_0's auc: 0.93754 valid_0's binary_logloss: 0.273258 valid_1's auc: 0.907675 valid_1's binary_logloss: 0.317343
[94] valid_0's auc: 0.937791 valid_0's binary_logloss: 0.272782 valid_1's auc: 0.907733 valid_1's binary_logloss: 0.317316
[95] valid_0's auc: 0.938034 valid_0's binary_logloss: 0.272319 valid_1's auc: 0.907771 valid_1's binary_logloss: 0.317292
[96] valid_0's auc: 0.938271 valid_0's binary_logloss: 0.271854 valid_1's auc: 0.90773 valid_1's binary_logloss: 0.317378
[97] valid_0's auc: 0.938571 valid_0's binary_logloss: 0.271365 valid_1's auc: 0.907774 valid_1's binary_logloss: 0.317329
[98] valid_0's auc: 0.938902 valid_0's binary_logloss: 0.270772 valid_1's auc: 0.90797 valid_1's binary_logloss: 0.317015
[99] valid_0's auc: 0.939057 valid_0's binary_logloss: 0.270461 valid_1's auc: 0.907972 valid_1's binary_logloss: 0.317001
[100] valid_0's auc: 0.939282 valid_0's binary_logloss: 0.270065 valid_1's auc: 0.907951 valid_1's binary_logloss: 0.317056
[101] valid_0's auc: 0.939464 valid_0's binary_logloss: 0.26966 valid_1's auc: 0.90779 valid_1's binary_logloss: 0.317329
[102] valid_0's auc: 0.939653 valid_0's binary_logloss: 0.269343 valid_1's auc: 0.907688 valid_1's binary_logloss: 0.317496
[103] valid_0's auc: 0.939842 valid_0's binary_logloss: 0.269011 valid_1's auc: 0.907626 valid_1's binary_logloss: 0.317627
[104] valid_0's auc: 0.94004 valid_0's binary_logloss: 0.268624 valid_1's auc: 0.907666 valid_1's binary_logloss: 0.317601
[105] valid_0's auc: 0.940256 valid_0's binary_logloss: 0.268225 valid_1's auc: 0.907613 valid_1's binary_logloss: 0.317696
[106] valid_0's auc: 0.940548 valid_0's binary_logloss: 0.267708 valid_1's auc: 0.907647 valid_1's binary_logloss: 0.317633
[107] valid_0's auc: 0.940765 valid_0's binary_logloss: 0.267305 valid_1's auc: 0.907681 valid_1's binary_logloss: 0.317608
[108] valid_0's auc: 0.940982 valid_0's binary_logloss: 0.266889 valid_1's auc: 0.90761 valid_1's binary_logloss: 0.317756
[109] valid_0's auc: 0.94119 valid_0's binary_logloss: 0.266491 valid_1's auc: 0.907583 valid_1's binary_logloss: 0.317823
[110] valid_0's auc: 0.941413 valid_0's binary_logloss: 0.266082 valid_1's auc: 0.90756 valid_1's binary_logloss: 0.317867
[111] valid_0's auc: 0.941553 valid_0's binary_logloss: 0.265822 valid_1's auc: 0.90756 valid_1's binary_logloss: 0.317877
[112] valid_0's auc: 0.941791 valid_0's binary_logloss: 0.265416 valid_1's auc: 0.907567 valid_1's binary_logloss: 0.317896
[113] valid_0's auc: 0.941943 valid_0's binary_logloss: 0.265093 valid_1's auc: 0.907545 valid_1's binary_logloss: 0.317969
[114] valid_0's auc: 0.942174 valid_0's binary_logloss: 0.264669 valid_1's auc: 0.90751 valid_1's binary_logloss: 0.318083
[115] valid_0's auc: 0.942316 valid_0's binary_logloss: 0.264399 valid_1's auc: 0.907497 valid_1's binary_logloss: 0.318134
[116] valid_0's auc: 0.942492 valid_0's binary_logloss: 0.264052 valid_1's auc: 0.907444 valid_1's binary_logloss: 0.318205
[117] valid_0's auc: 0.942663 valid_0's binary_logloss: 0.2637 valid_1's auc: 0.90745 valid_1's binary_logloss: 0.318214
[118] valid_0's auc: 0.942891 valid_0's binary_logloss: 0.263308 valid_1's auc: 0.907382 valid_1's binary_logloss: 0.3183
[119] valid_0's auc: 0.943086 valid_0's binary_logloss: 0.262949 valid_1's auc: 0.907409 valid_1's binary_logloss: 0.318284
[120] valid_0's auc: 0.943308 valid_0's binary_logloss: 0.262541 valid_1's auc: 0.907451 valid_1's binary_logloss: 0.318262
[121] valid_0's auc: 0.943457 valid_0's binary_logloss: 0.262217 valid_1's auc: 0.907396 valid_1's binary_logloss: 0.318417
[122] valid_0's auc: 0.943611 valid_0's binary_logloss: 0.261921 valid_1's auc: 0.907383 valid_1's binary_logloss: 0.31846
[123] valid_0's auc: 0.943818 valid_0's binary_logloss: 0.261558 valid_1's auc: 0.907379 valid_1's binary_logloss: 0.318468
[124] valid_0's auc: 0.944111 valid_0's binary_logloss: 0.261062 valid_1's auc: 0.907386 valid_1's binary_logloss: 0.318455
[125] valid_0's auc: 0.944236 valid_0's binary_logloss: 0.26077 valid_1's auc: 0.907281 valid_1's binary_logloss: 0.318719
[126] valid_0's auc: 0.944379 valid_0's binary_logloss: 0.260453 valid_1's auc: 0.907227 valid_1's binary_logloss: 0.318839
[127] valid_0's auc: 0.944544 valid_0's binary_logloss: 0.260075 valid_1's auc: 0.90716 valid_1's binary_logloss: 0.318955
[128] valid_0's auc: 0.944774 valid_0's binary_logloss: 0.25963 valid_1's auc: 0.907052 valid_1's binary_logloss: 0.319164
[129] valid_0's auc: 0.944911 valid_0's binary_logloss: 0.259355 valid_1's auc: 0.906971 valid_1's binary_logloss: 0.319325
[130] valid_0's auc: 0.945108 valid_0's binary_logloss: 0.258953 valid_1's auc: 0.906841 valid_1's binary_logloss: 0.319601
[131] valid_0's auc: 0.945258 valid_0's binary_logloss: 0.25867 valid_1's auc: 0.906801 valid_1's binary_logloss: 0.319688
[132] valid_0's auc: 0.945446 valid_0's binary_logloss: 0.258318 valid_1's auc: 0.906762 valid_1's binary_logloss: 0.319781
[133] valid_0's auc: 0.945699 valid_0's binary_logloss: 0.257864 valid_1's auc: 0.906818 valid_1's binary_logloss: 0.319698
[134] valid_0's auc: 0.945975 valid_0's binary_logloss: 0.257359 valid_1's auc: 0.906692 valid_1's binary_logloss: 0.319899
[135] valid_0's auc: 0.946145 valid_0's binary_logloss: 0.257045 valid_1's auc: 0.9067 valid_1's binary_logloss: 0.319919
[136] valid_0's auc: 0.94628 valid_0's binary_logloss: 0.256771 valid_1's auc: 0.906535 valid_1's binary_logloss: 0.320198
[137] valid_0's auc: 0.94641 valid_0's binary_logloss: 0.256444 valid_1's auc: 0.906571 valid_1's binary_logloss: 0.320166
[138] valid_0's auc: 0.946543 valid_0's binary_logloss: 0.256174 valid_1's auc: 0.906514 valid_1's binary_logloss: 0.320288
[139] valid_0's auc: 0.946642 valid_0's binary_logloss: 0.25599 valid_1's auc: 0.906455 valid_1's binary_logloss: 0.320412
[140] valid_0's auc: 0.946828 valid_0's binary_logloss: 0.255669 valid_1's auc: 0.90647 valid_1's binary_logloss: 0.320413
[141] valid_0's auc: 0.946928 valid_0's binary_logloss: 0.255444 valid_1's auc: 0.906436 valid_1's binary_logloss: 0.3205
[142] valid_0's auc: 0.947042 valid_0's binary_logloss: 0.255206 valid_1's auc: 0.906401 valid_1's binary_logloss: 0.320529
[143] valid_0's auc: 0.947164 valid_0's binary_logloss: 0.254923 valid_1's auc: 0.906416 valid_1's binary_logloss: 0.320549
[144] valid_0's auc: 0.947268 valid_0's binary_logloss: 0.254669 valid_1's auc: 0.906445 valid_1's binary_logloss: 0.320565
[145] valid_0's auc: 0.947509 valid_0's binary_logloss: 0.254222 valid_1's auc: 0.906399 valid_1's binary_logloss: 0.320627
[146] valid_0's auc: 0.947605 valid_0's binary_logloss: 0.254007 valid_1's auc: 0.906355 valid_1's binary_logloss: 0.320733
[147] valid_0's auc: 0.94773 valid_0's binary_logloss: 0.25373 valid_1's auc: 0.90634 valid_1's binary_logloss: 0.320766
[148] valid_0's auc: 0.947901 valid_0's binary_logloss: 0.253409 valid_1's auc: 0.90626 valid_1's binary_logloss: 0.320963
[149] valid_0's auc: 0.948078 valid_0's binary_logloss: 0.253064 valid_1's auc: 0.906183 valid_1's binary_logloss: 0.321127
Early stopping, best iteration is:
[49] valid_0's auc: 0.924661 valid_0's binary_logloss: 0.296542 valid_1's auc: 0.909755 valid_1's binary_logloss: 0.314616
[1] valid_0's auc: 0.888162 valid_0's binary_logloss: 0.517463 valid_1's auc: 0.894517 valid_1's binary_logloss: 0.508366
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891775 valid_0's binary_logloss: 0.488624 valid_1's auc: 0.896817 valid_1's binary_logloss: 0.47901
[3] valid_0's auc: 0.89565 valid_0's binary_logloss: 0.465045 valid_1's auc: 0.899721 valid_1's binary_logloss: 0.4552
[4] valid_0's auc: 0.896702 valid_0's binary_logloss: 0.445723 valid_1's auc: 0.900399 valid_1's binary_logloss: 0.436017
[5] valid_0's auc: 0.898238 valid_0's binary_logloss: 0.429424 valid_1's auc: 0.901062 valid_1's binary_logloss: 0.419756
[6] valid_0's auc: 0.899111 valid_0's binary_logloss: 0.415791 valid_1's auc: 0.901759 valid_1's binary_logloss: 0.406127
[7] valid_0's auc: 0.899871 valid_0's binary_logloss: 0.404216 valid_1's auc: 0.90188 valid_1's binary_logloss: 0.394702
[8] valid_0's auc: 0.900845 valid_0's binary_logloss: 0.39409 valid_1's auc: 0.90346 valid_1's binary_logloss: 0.384765
[9] valid_0's auc: 0.901696 valid_0's binary_logloss: 0.385334 valid_1's auc: 0.903827 valid_1's binary_logloss: 0.376385
[10] valid_0's auc: 0.902434 valid_0's binary_logloss: 0.37758 valid_1's auc: 0.903959 valid_1's binary_logloss: 0.369052
[11] valid_0's auc: 0.902902 valid_0's binary_logloss: 0.370971 valid_1's auc: 0.903836 valid_1's binary_logloss: 0.362978
[12] valid_0's auc: 0.903909 valid_0's binary_logloss: 0.36487 valid_1's auc: 0.904482 valid_1's binary_logloss: 0.357409
[13] valid_0's auc: 0.904882 valid_0's binary_logloss: 0.359514 valid_1's auc: 0.905256 valid_1's binary_logloss: 0.352658
[14] valid_0's auc: 0.90553 valid_0's binary_logloss: 0.354805 valid_1's auc: 0.905299 valid_1's binary_logloss: 0.348578
[15] valid_0's auc: 0.906178 valid_0's binary_logloss: 0.35052 valid_1's auc: 0.905473 valid_1's binary_logloss: 0.344935
[16] valid_0's auc: 0.906821 valid_0's binary_logloss: 0.346738 valid_1's auc: 0.905714 valid_1's binary_logloss: 0.341641
[17] valid_0's auc: 0.907218 valid_0's binary_logloss: 0.343324 valid_1's auc: 0.905981 valid_1's binary_logloss: 0.338602
[18] valid_0's auc: 0.907824 valid_0's binary_logloss: 0.340224 valid_1's auc: 0.906424 valid_1's binary_logloss: 0.335775
[19] valid_0's auc: 0.908712 valid_0's binary_logloss: 0.337156 valid_1's auc: 0.906618 valid_1's binary_logloss: 0.333646
[20] valid_0's auc: 0.909527 valid_0's binary_logloss: 0.334344 valid_1's auc: 0.906828 valid_1's binary_logloss: 0.3317
[21] valid_0's auc: 0.910443 valid_0's binary_logloss: 0.331731 valid_1's auc: 0.906939 valid_1's binary_logloss: 0.330161
[22] valid_0's auc: 0.910947 valid_0's binary_logloss: 0.329448 valid_1's auc: 0.907265 valid_1's binary_logloss: 0.328201
[23] valid_0's auc: 0.911697 valid_0's binary_logloss: 0.327086 valid_1's auc: 0.907698 valid_1's binary_logloss: 0.326356
[24] valid_0's auc: 0.912328 valid_0's binary_logloss: 0.32508 valid_1's auc: 0.907568 valid_1's binary_logloss: 0.325342
[25] valid_0's auc: 0.912926 valid_0's binary_logloss: 0.323227 valid_1's auc: 0.907794 valid_1's binary_logloss: 0.324101
[26] valid_0's auc: 0.913607 valid_0's binary_logloss: 0.321347 valid_1's auc: 0.90807 valid_1's binary_logloss: 0.322949
[27] valid_0's auc: 0.91415 valid_0's binary_logloss: 0.31972 valid_1's auc: 0.908277 valid_1's binary_logloss: 0.321966
[28] valid_0's auc: 0.914784 valid_0's binary_logloss: 0.318077 valid_1's auc: 0.908349 valid_1's binary_logloss: 0.32121
[29] valid_0's auc: 0.915309 valid_0's binary_logloss: 0.31659 valid_1's auc: 0.908294 valid_1's binary_logloss: 0.32068
[30] valid_0's auc: 0.915713 valid_0's binary_logloss: 0.315286 valid_1's auc: 0.908241 valid_1's binary_logloss: 0.320096
[31] valid_0's auc: 0.916226 valid_0's binary_logloss: 0.313975 valid_1's auc: 0.908428 valid_1's binary_logloss: 0.319403
[32] valid_0's auc: 0.916673 valid_0's binary_logloss: 0.312816 valid_1's auc: 0.908384 valid_1's binary_logloss: 0.318979
[33] valid_0's auc: 0.917163 valid_0's binary_logloss: 0.311675 valid_1's auc: 0.908571 valid_1's binary_logloss: 0.318438
[34] valid_0's auc: 0.917665 valid_0's binary_logloss: 0.310498 valid_1's auc: 0.908638 valid_1's binary_logloss: 0.317976
[35] valid_0's auc: 0.918171 valid_0's binary_logloss: 0.309348 valid_1's auc: 0.908817 valid_1's binary_logloss: 0.31745
[36] valid_0's auc: 0.91863 valid_0's binary_logloss: 0.308417 valid_1's auc: 0.908817 valid_1's binary_logloss: 0.317311
[37] valid_0's auc: 0.919111 valid_0's binary_logloss: 0.307321 valid_1's auc: 0.908748 valid_1's binary_logloss: 0.317071
[38] valid_0's auc: 0.91946 valid_0's binary_logloss: 0.306449 valid_1's auc: 0.908845 valid_1's binary_logloss: 0.316672
[39] valid_0's auc: 0.919842 valid_0's binary_logloss: 0.305636 valid_1's auc: 0.908983 valid_1's binary_logloss: 0.316353
[40] valid_0's auc: 0.920294 valid_0's binary_logloss: 0.304729 valid_1's auc: 0.909098 valid_1's binary_logloss: 0.31599
[41] valid_0's auc: 0.920811 valid_0's binary_logloss: 0.303773 valid_1's auc: 0.90906 valid_1's binary_logloss: 0.315911
[42] valid_0's auc: 0.921343 valid_0's binary_logloss: 0.302763 valid_1's auc: 0.90908 valid_1's binary_logloss: 0.315786
[43] valid_0's auc: 0.921758 valid_0's binary_logloss: 0.301888 valid_1's auc: 0.909049 valid_1's binary_logloss: 0.315709
[44] valid_0's auc: 0.92204 valid_0's binary_logloss: 0.301183 valid_1's auc: 0.908912 valid_1's binary_logloss: 0.315745
[45] valid_0's auc: 0.922419 valid_0's binary_logloss: 0.300435 valid_1's auc: 0.908877 valid_1's binary_logloss: 0.315749
[46] valid_0's auc: 0.922865 valid_0's binary_logloss: 0.29962 valid_1's auc: 0.908874 valid_1's binary_logloss: 0.31561
[47] valid_0's auc: 0.923193 valid_0's binary_logloss: 0.298963 valid_1's auc: 0.908929 valid_1's binary_logloss: 0.315383
[48] valid_0's auc: 0.923597 valid_0's binary_logloss: 0.298199 valid_1's auc: 0.908912 valid_1's binary_logloss: 0.315339
[49] valid_0's auc: 0.923913 valid_0's binary_logloss: 0.297567 valid_1's auc: 0.908893 valid_1's binary_logloss: 0.31527
[50] valid_0's auc: 0.924356 valid_0's binary_logloss: 0.2968 valid_1's auc: 0.9089 valid_1's binary_logloss: 0.315207
[51] valid_0's auc: 0.924734 valid_0's binary_logloss: 0.296127 valid_1's auc: 0.908953 valid_1's binary_logloss: 0.315072
[52] valid_0's auc: 0.925154 valid_0's binary_logloss: 0.295422 valid_1's auc: 0.908955 valid_1's binary_logloss: 0.31503
[53] valid_0's auc: 0.925516 valid_0's binary_logloss: 0.294784 valid_1's auc: 0.908904 valid_1's binary_logloss: 0.315061
[54] valid_0's auc: 0.92585 valid_0's binary_logloss: 0.294194 valid_1's auc: 0.908859 valid_1's binary_logloss: 0.315076
[55] valid_0's auc: 0.926177 valid_0's binary_logloss: 0.293527 valid_1's auc: 0.908784 valid_1's binary_logloss: 0.315121
[56] valid_0's auc: 0.926598 valid_0's binary_logloss: 0.292814 valid_1's auc: 0.908609 valid_1's binary_logloss: 0.315329
[57] valid_0's auc: 0.926908 valid_0's binary_logloss: 0.292244 valid_1's auc: 0.908552 valid_1's binary_logloss: 0.315385
[58] valid_0's auc: 0.92718 valid_0's binary_logloss: 0.29169 valid_1's auc: 0.908429 valid_1's binary_logloss: 0.315558
[59] valid_0's auc: 0.9275 valid_0's binary_logloss: 0.291146 valid_1's auc: 0.908317 valid_1's binary_logloss: 0.315749
[60] valid_0's auc: 0.927861 valid_0's binary_logloss: 0.290496 valid_1's auc: 0.908327 valid_1's binary_logloss: 0.315769
[61] valid_0's auc: 0.928184 valid_0's binary_logloss: 0.289871 valid_1's auc: 0.908445 valid_1's binary_logloss: 0.315546
[62] valid_0's auc: 0.928472 valid_0's binary_logloss: 0.289368 valid_1's auc: 0.908297 valid_1's binary_logloss: 0.315713
[63] valid_0's auc: 0.928792 valid_0's binary_logloss: 0.288778 valid_1's auc: 0.908433 valid_1's binary_logloss: 0.315492
[64] valid_0's auc: 0.92907 valid_0's binary_logloss: 0.288238 valid_1's auc: 0.908346 valid_1's binary_logloss: 0.315636
[65] valid_0's auc: 0.929315 valid_0's binary_logloss: 0.287762 valid_1's auc: 0.908322 valid_1's binary_logloss: 0.315684
[66] valid_0's auc: 0.929495 valid_0's binary_logloss: 0.287413 valid_1's auc: 0.908388 valid_1's binary_logloss: 0.315607
[67] valid_0's auc: 0.929788 valid_0's binary_logloss: 0.286874 valid_1's auc: 0.90837 valid_1's binary_logloss: 0.315623
[68] valid_0's auc: 0.929989 valid_0's binary_logloss: 0.28647 valid_1's auc: 0.908212 valid_1's binary_logloss: 0.315785
[69] valid_0's auc: 0.930058 valid_0's binary_logloss: 0.286302 valid_1's auc: 0.908199 valid_1's binary_logloss: 0.315851
[70] valid_0's auc: 0.930309 valid_0's binary_logloss: 0.285833 valid_1's auc: 0.908131 valid_1's binary_logloss: 0.315997
[71] valid_0's auc: 0.930538 valid_0's binary_logloss: 0.285429 valid_1's auc: 0.908139 valid_1's binary_logloss: 0.315946
[72] valid_0's auc: 0.930969 valid_0's binary_logloss: 0.284737 valid_1's auc: 0.907944 valid_1's binary_logloss: 0.316218
[73] valid_0's auc: 0.931303 valid_0's binary_logloss: 0.284157 valid_1's auc: 0.907839 valid_1's binary_logloss: 0.316337
[74] valid_0's auc: 0.931561 valid_0's binary_logloss: 0.283726 valid_1's auc: 0.90766 valid_1's binary_logloss: 0.31665
[75] valid_0's auc: 0.931854 valid_0's binary_logloss: 0.283125 valid_1's auc: 0.907645 valid_1's binary_logloss: 0.316665
[76] valid_0's auc: 0.93219 valid_0's binary_logloss: 0.28254 valid_1's auc: 0.907645 valid_1's binary_logloss: 0.316688
[77] valid_0's auc: 0.932539 valid_0's binary_logloss: 0.281959 valid_1's auc: 0.907628 valid_1's binary_logloss: 0.316669
[78] valid_0's auc: 0.932688 valid_0's binary_logloss: 0.281681 valid_1's auc: 0.907598 valid_1's binary_logloss: 0.316786
[79] valid_0's auc: 0.932987 valid_0's binary_logloss: 0.281165 valid_1's auc: 0.907392 valid_1's binary_logloss: 0.317074
[80] valid_0's auc: 0.933283 valid_0's binary_logloss: 0.280667 valid_1's auc: 0.907383 valid_1's binary_logloss: 0.317125
[81] valid_0's auc: 0.93356 valid_0's binary_logloss: 0.280124 valid_1's auc: 0.907407 valid_1's binary_logloss: 0.317118
[82] valid_0's auc: 0.933729 valid_0's binary_logloss: 0.27981 valid_1's auc: 0.907365 valid_1's binary_logloss: 0.317157
[83] valid_0's auc: 0.933951 valid_0's binary_logloss: 0.279427 valid_1's auc: 0.907249 valid_1's binary_logloss: 0.317349
[84] valid_0's auc: 0.93428 valid_0's binary_logloss: 0.278817 valid_1's auc: 0.907211 valid_1's binary_logloss: 0.317478
[85] valid_0's auc: 0.934535 valid_0's binary_logloss: 0.278351 valid_1's auc: 0.907194 valid_1's binary_logloss: 0.317518
[86] valid_0's auc: 0.934766 valid_0's binary_logloss: 0.277917 valid_1's auc: 0.907124 valid_1's binary_logloss: 0.317617
[87] valid_0's auc: 0.934904 valid_0's binary_logloss: 0.277594 valid_1's auc: 0.907145 valid_1's binary_logloss: 0.317597
[88] valid_0's auc: 0.935191 valid_0's binary_logloss: 0.277146 valid_1's auc: 0.907086 valid_1's binary_logloss: 0.317702
[89] valid_0's auc: 0.935425 valid_0's binary_logloss: 0.276714 valid_1's auc: 0.907046 valid_1's binary_logloss: 0.31778
[90] valid_0's auc: 0.935691 valid_0's binary_logloss: 0.276288 valid_1's auc: 0.907033 valid_1's binary_logloss: 0.317811
[91] valid_0's auc: 0.935993 valid_0's binary_logloss: 0.275785 valid_1's auc: 0.906841 valid_1's binary_logloss: 0.318086
[92] valid_0's auc: 0.93631 valid_0's binary_logloss: 0.275191 valid_1's auc: 0.906823 valid_1's binary_logloss: 0.318185
[93] valid_0's auc: 0.936559 valid_0's binary_logloss: 0.27475 valid_1's auc: 0.906683 valid_1's binary_logloss: 0.318432
[94] valid_0's auc: 0.9368 valid_0's binary_logloss: 0.274249 valid_1's auc: 0.906465 valid_1's binary_logloss: 0.318792
[95] valid_0's auc: 0.937079 valid_0's binary_logloss: 0.273763 valid_1's auc: 0.906326 valid_1's binary_logloss: 0.319
[96] valid_0's auc: 0.937303 valid_0's binary_logloss: 0.273353 valid_1's auc: 0.906221 valid_1's binary_logloss: 0.319194
[97] valid_0's auc: 0.937559 valid_0's binary_logloss: 0.27293 valid_1's auc: 0.906232 valid_1's binary_logloss: 0.319209
[98] valid_0's auc: 0.937754 valid_0's binary_logloss: 0.272493 valid_1's auc: 0.906164 valid_1's binary_logloss: 0.319334
[99] valid_0's auc: 0.93791 valid_0's binary_logloss: 0.2722 valid_1's auc: 0.90605 valid_1's binary_logloss: 0.319501
[100] valid_0's auc: 0.938159 valid_0's binary_logloss: 0.271784 valid_1's auc: 0.905986 valid_1's binary_logloss: 0.319579
[101] valid_0's auc: 0.93834 valid_0's binary_logloss: 0.271467 valid_1's auc: 0.905871 valid_1's binary_logloss: 0.319773
[102] valid_0's auc: 0.938551 valid_0's binary_logloss: 0.271091 valid_1's auc: 0.90591 valid_1's binary_logloss: 0.319711
[103] valid_0's auc: 0.938745 valid_0's binary_logloss: 0.270727 valid_1's auc: 0.905752 valid_1's binary_logloss: 0.319973
[104] valid_0's auc: 0.938965 valid_0's binary_logloss: 0.270314 valid_1's auc: 0.905744 valid_1's binary_logloss: 0.320034
[105] valid_0's auc: 0.939123 valid_0's binary_logloss: 0.269968 valid_1's auc: 0.905603 valid_1's binary_logloss: 0.320261
[106] valid_0's auc: 0.939273 valid_0's binary_logloss: 0.269706 valid_1's auc: 0.905568 valid_1's binary_logloss: 0.320337
[107] valid_0's auc: 0.939492 valid_0's binary_logloss: 0.269319 valid_1's auc: 0.905518 valid_1's binary_logloss: 0.320434
[108] valid_0's auc: 0.939671 valid_0's binary_logloss: 0.269021 valid_1's auc: 0.905511 valid_1's binary_logloss: 0.320428
[109] valid_0's auc: 0.939813 valid_0's binary_logloss: 0.268694 valid_1's auc: 0.905424 valid_1's binary_logloss: 0.320587
[110] valid_0's auc: 0.940145 valid_0's binary_logloss: 0.268135 valid_1's auc: 0.905397 valid_1's binary_logloss: 0.320657
[111] valid_0's auc: 0.940341 valid_0's binary_logloss: 0.26777 valid_1's auc: 0.905378 valid_1's binary_logloss: 0.320705
[112] valid_0's auc: 0.940525 valid_0's binary_logloss: 0.267399 valid_1's auc: 0.905252 valid_1's binary_logloss: 0.320937
[113] valid_0's auc: 0.940659 valid_0's binary_logloss: 0.267129 valid_1's auc: 0.905158 valid_1's binary_logloss: 0.321088
[114] valid_0's auc: 0.940891 valid_0's binary_logloss: 0.266714 valid_1's auc: 0.905079 valid_1's binary_logloss: 0.321191
[115] valid_0's auc: 0.941086 valid_0's binary_logloss: 0.266363 valid_1's auc: 0.90508 valid_1's binary_logloss: 0.321189
[116] valid_0's auc: 0.941246 valid_0's binary_logloss: 0.266046 valid_1's auc: 0.904924 valid_1's binary_logloss: 0.321468
[117] valid_0's auc: 0.941569 valid_0's binary_logloss: 0.265525 valid_1's auc: 0.90486 valid_1's binary_logloss: 0.321575
[118] valid_0's auc: 0.941695 valid_0's binary_logloss: 0.265262 valid_1's auc: 0.904891 valid_1's binary_logloss: 0.321602
[119] valid_0's auc: 0.941889 valid_0's binary_logloss: 0.264936 valid_1's auc: 0.904803 valid_1's binary_logloss: 0.321722
[120] valid_0's auc: 0.942127 valid_0's binary_logloss: 0.264532 valid_1's auc: 0.904714 valid_1's binary_logloss: 0.321947
[121] valid_0's auc: 0.942304 valid_0's binary_logloss: 0.264224 valid_1's auc: 0.904662 valid_1's binary_logloss: 0.322021
[122] valid_0's auc: 0.942435 valid_0's binary_logloss: 0.26397 valid_1's auc: 0.904669 valid_1's binary_logloss: 0.322066
[123] valid_0's auc: 0.942591 valid_0's binary_logloss: 0.26366 valid_1's auc: 0.9046 valid_1's binary_logloss: 0.322223
[124] valid_0's auc: 0.942812 valid_0's binary_logloss: 0.263272 valid_1's auc: 0.90453 valid_1's binary_logloss: 0.32237
[125] valid_0's auc: 0.943025 valid_0's binary_logloss: 0.26288 valid_1's auc: 0.904411 valid_1's binary_logloss: 0.322594
[126] valid_0's auc: 0.943194 valid_0's binary_logloss: 0.262559 valid_1's auc: 0.904302 valid_1's binary_logloss: 0.322759
[127] valid_0's auc: 0.943377 valid_0's binary_logloss: 0.262223 valid_1's auc: 0.904272 valid_1's binary_logloss: 0.322846
[128] valid_0's auc: 0.943747 valid_0's binary_logloss: 0.261606 valid_1's auc: 0.904199 valid_1's binary_logloss: 0.322905
[129] valid_0's auc: 0.943913 valid_0's binary_logloss: 0.261221 valid_1's auc: 0.90421 valid_1's binary_logloss: 0.323003
[130] valid_0's auc: 0.944064 valid_0's binary_logloss: 0.260922 valid_1's auc: 0.904146 valid_1's binary_logloss: 0.323093
[131] valid_0's auc: 0.944343 valid_0's binary_logloss: 0.260427 valid_1's auc: 0.904101 valid_1's binary_logloss: 0.323208
[132] valid_0's auc: 0.944496 valid_0's binary_logloss: 0.26012 valid_1's auc: 0.903994 valid_1's binary_logloss: 0.323423
[133] valid_0's auc: 0.944643 valid_0's binary_logloss: 0.25981 valid_1's auc: 0.903951 valid_1's binary_logloss: 0.323561
[134] valid_0's auc: 0.944837 valid_0's binary_logloss: 0.259465 valid_1's auc: 0.903836 valid_1's binary_logloss: 0.323733
[135] valid_0's auc: 0.945052 valid_0's binary_logloss: 0.259053 valid_1's auc: 0.903808 valid_1's binary_logloss: 0.323841
[136] valid_0's auc: 0.945228 valid_0's binary_logloss: 0.258684 valid_1's auc: 0.903737 valid_1's binary_logloss: 0.324009
[137] valid_0's auc: 0.945447 valid_0's binary_logloss: 0.258263 valid_1's auc: 0.903763 valid_1's binary_logloss: 0.324027
[138] valid_0's auc: 0.945594 valid_0's binary_logloss: 0.25797 valid_1's auc: 0.903762 valid_1's binary_logloss: 0.324043
[139] valid_0's auc: 0.945758 valid_0's binary_logloss: 0.257637 valid_1's auc: 0.903648 valid_1's binary_logloss: 0.324276
[140] valid_0's auc: 0.946053 valid_0's binary_logloss: 0.257145 valid_1's auc: 0.90363 valid_1's binary_logloss: 0.324344
Early stopping, best iteration is:
[40] valid_0's auc: 0.920294 valid_0's binary_logloss: 0.304729 valid_1's auc: 0.909098 valid_1's binary_logloss: 0.31599
[1] valid_0's auc: 0.88811 valid_0's binary_logloss: 0.516701 valid_1's auc: 0.895814 valid_1's binary_logloss: 0.507528
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891491 valid_0's binary_logloss: 0.487539 valid_1's auc: 0.898579 valid_1's binary_logloss: 0.477417
[3] valid_0's auc: 0.893109 valid_0's binary_logloss: 0.464326 valid_1's auc: 0.901507 valid_1's binary_logloss: 0.453478
[4] valid_0's auc: 0.894791 valid_0's binary_logloss: 0.444982 valid_1's auc: 0.901224 valid_1's binary_logloss: 0.434583
[5] valid_0's auc: 0.895624 valid_0's binary_logloss: 0.428966 valid_1's auc: 0.901056 valid_1's binary_logloss: 0.418654
[6] valid_0's auc: 0.896944 valid_0's binary_logloss: 0.415161 valid_1's auc: 0.902052 valid_1's binary_logloss: 0.405135
[7] valid_0's auc: 0.89758 valid_0's binary_logloss: 0.403513 valid_1's auc: 0.901691 valid_1's binary_logloss: 0.394009
[8] valid_0's auc: 0.90015 valid_0's binary_logloss: 0.393394 valid_1's auc: 0.903784 valid_1's binary_logloss: 0.383993
[9] valid_0's auc: 0.901255 valid_0's binary_logloss: 0.384675 valid_1's auc: 0.904091 valid_1's binary_logloss: 0.375696
[10] valid_0's auc: 0.902629 valid_0's binary_logloss: 0.376904 valid_1's auc: 0.904387 valid_1's binary_logloss: 0.368673
[11] valid_0's auc: 0.903701 valid_0's binary_logloss: 0.369943 valid_1's auc: 0.904709 valid_1's binary_logloss: 0.36236
[12] valid_0's auc: 0.904339 valid_0's binary_logloss: 0.363963 valid_1's auc: 0.904816 valid_1's binary_logloss: 0.357033
[13] valid_0's auc: 0.905081 valid_0's binary_logloss: 0.35849 valid_1's auc: 0.905014 valid_1's binary_logloss: 0.352166
[14] valid_0's auc: 0.905811 valid_0's binary_logloss: 0.353858 valid_1's auc: 0.905424 valid_1's binary_logloss: 0.347997
[15] valid_0's auc: 0.906466 valid_0's binary_logloss: 0.349608 valid_1's auc: 0.905498 valid_1's binary_logloss: 0.344373
[16] valid_0's auc: 0.907398 valid_0's binary_logloss: 0.345736 valid_1's auc: 0.905873 valid_1's binary_logloss: 0.341236
[17] valid_0's auc: 0.908186 valid_0's binary_logloss: 0.342228 valid_1's auc: 0.906329 valid_1's binary_logloss: 0.338301
[18] valid_0's auc: 0.90925 valid_0's binary_logloss: 0.338743 valid_1's auc: 0.906826 valid_1's binary_logloss: 0.335503
[19] valid_0's auc: 0.9102 valid_0's binary_logloss: 0.335607 valid_1's auc: 0.907031 valid_1's binary_logloss: 0.333281
[20] valid_0's auc: 0.910757 valid_0's binary_logloss: 0.332976 valid_1's auc: 0.907537 valid_1's binary_logloss: 0.331059
[21] valid_0's auc: 0.911478 valid_0's binary_logloss: 0.330345 valid_1's auc: 0.90788 valid_1's binary_logloss: 0.329002
[22] valid_0's auc: 0.912097 valid_0's binary_logloss: 0.328103 valid_1's auc: 0.907709 valid_1's binary_logloss: 0.327752
[23] valid_0's auc: 0.912771 valid_0's binary_logloss: 0.325821 valid_1's auc: 0.907903 valid_1's binary_logloss: 0.326202
[24] valid_0's auc: 0.913361 valid_0's binary_logloss: 0.323845 valid_1's auc: 0.908218 valid_1's binary_logloss: 0.324854
[25] valid_0's auc: 0.913946 valid_0's binary_logloss: 0.321961 valid_1's auc: 0.90831 valid_1's binary_logloss: 0.323874
[26] valid_0's auc: 0.91455 valid_0's binary_logloss: 0.320134 valid_1's auc: 0.908294 valid_1's binary_logloss: 0.323006
[27] valid_0's auc: 0.915219 valid_0's binary_logloss: 0.31836 valid_1's auc: 0.908516 valid_1's binary_logloss: 0.32199
[28] valid_0's auc: 0.915726 valid_0's binary_logloss: 0.316889 valid_1's auc: 0.908564 valid_1's binary_logloss: 0.321327
[29] valid_0's auc: 0.91619 valid_0's binary_logloss: 0.315516 valid_1's auc: 0.90867 valid_1's binary_logloss: 0.320607
[30] valid_0's auc: 0.916569 valid_0's binary_logloss: 0.314309 valid_1's auc: 0.908586 valid_1's binary_logloss: 0.320117
[31] valid_0's auc: 0.917126 valid_0's binary_logloss: 0.312888 valid_1's auc: 0.908713 valid_1's binary_logloss: 0.319493
[32] valid_0's auc: 0.91757 valid_0's binary_logloss: 0.311679 valid_1's auc: 0.908779 valid_1's binary_logloss: 0.318951
[33] valid_0's auc: 0.917964 valid_0's binary_logloss: 0.310557 valid_1's auc: 0.908819 valid_1's binary_logloss: 0.318463
[34] valid_0's auc: 0.918382 valid_0's binary_logloss: 0.309535 valid_1's auc: 0.908832 valid_1's binary_logloss: 0.318127
[35] valid_0's auc: 0.918733 valid_0's binary_logloss: 0.308551 valid_1's auc: 0.908792 valid_1's binary_logloss: 0.317897
[36] valid_0's auc: 0.919112 valid_0's binary_logloss: 0.307602 valid_1's auc: 0.908724 valid_1's binary_logloss: 0.317699
[37] valid_0's auc: 0.919463 valid_0's binary_logloss: 0.306776 valid_1's auc: 0.908701 valid_1's binary_logloss: 0.317513
[38] valid_0's auc: 0.919828 valid_0's binary_logloss: 0.305866 valid_1's auc: 0.908665 valid_1's binary_logloss: 0.317308
[39] valid_0's auc: 0.920308 valid_0's binary_logloss: 0.304893 valid_1's auc: 0.908637 valid_1's binary_logloss: 0.317152
[40] valid_0's auc: 0.920795 valid_0's binary_logloss: 0.303863 valid_1's auc: 0.908721 valid_1's binary_logloss: 0.316854
[41] valid_0's auc: 0.921115 valid_0's binary_logloss: 0.303161 valid_1's auc: 0.908923 valid_1's binary_logloss: 0.316414
[42] valid_0's auc: 0.921626 valid_0's binary_logloss: 0.30218 valid_1's auc: 0.909034 valid_1's binary_logloss: 0.316124
[43] valid_0's auc: 0.921967 valid_0's binary_logloss: 0.301384 valid_1's auc: 0.90906 valid_1's binary_logloss: 0.315972
[44] valid_0's auc: 0.922381 valid_0's binary_logloss: 0.300544 valid_1's auc: 0.909131 valid_1's binary_logloss: 0.315775
[45] valid_0's auc: 0.922724 valid_0's binary_logloss: 0.299847 valid_1's auc: 0.909255 valid_1's binary_logloss: 0.31551
[46] valid_0's auc: 0.923109 valid_0's binary_logloss: 0.299055 valid_1's auc: 0.909363 valid_1's binary_logloss: 0.315314
[47] valid_0's auc: 0.923627 valid_0's binary_logloss: 0.298118 valid_1's auc: 0.909532 valid_1's binary_logloss: 0.314961
[48] valid_0's auc: 0.923891 valid_0's binary_logloss: 0.297555 valid_1's auc: 0.909524 valid_1's binary_logloss: 0.3149
[49] valid_0's auc: 0.924244 valid_0's binary_logloss: 0.296844 valid_1's auc: 0.909481 valid_1's binary_logloss: 0.314913
[50] valid_0's auc: 0.924564 valid_0's binary_logloss: 0.296173 valid_1's auc: 0.909383 valid_1's binary_logloss: 0.315025
[51] valid_0's auc: 0.924961 valid_0's binary_logloss: 0.295467 valid_1's auc: 0.909383 valid_1's binary_logloss: 0.314976
[52] valid_0's auc: 0.925195 valid_0's binary_logloss: 0.294975 valid_1's auc: 0.909308 valid_1's binary_logloss: 0.314991
[53] valid_0's auc: 0.925647 valid_0's binary_logloss: 0.294161 valid_1's auc: 0.90934 valid_1's binary_logloss: 0.314888
[54] valid_0's auc: 0.925997 valid_0's binary_logloss: 0.2935 valid_1's auc: 0.909236 valid_1's binary_logloss: 0.315024
[55] valid_0's auc: 0.926277 valid_0's binary_logloss: 0.2929 valid_1's auc: 0.909256 valid_1's binary_logloss: 0.314992
[56] valid_0's auc: 0.926582 valid_0's binary_logloss: 0.292287 valid_1's auc: 0.909223 valid_1's binary_logloss: 0.315062
[57] valid_0's auc: 0.92688 valid_0's binary_logloss: 0.29172 valid_1's auc: 0.909193 valid_1's binary_logloss: 0.315032
[58] valid_0's auc: 0.927334 valid_0's binary_logloss: 0.291011 valid_1's auc: 0.909121 valid_1's binary_logloss: 0.315143
[59] valid_0's auc: 0.927683 valid_0's binary_logloss: 0.290395 valid_1's auc: 0.909132 valid_1's binary_logloss: 0.315113
[60] valid_0's auc: 0.928065 valid_0's binary_logloss: 0.289762 valid_1's auc: 0.909152 valid_1's binary_logloss: 0.315009
[61] valid_0's auc: 0.928429 valid_0's binary_logloss: 0.289104 valid_1's auc: 0.909258 valid_1's binary_logloss: 0.314842
[62] valid_0's auc: 0.92862 valid_0's binary_logloss: 0.288702 valid_1's auc: 0.909183 valid_1's binary_logloss: 0.314959
[63] valid_0's auc: 0.928868 valid_0's binary_logloss: 0.288211 valid_1's auc: 0.909076 valid_1's binary_logloss: 0.315194
[64] valid_0's auc: 0.929161 valid_0's binary_logloss: 0.287692 valid_1's auc: 0.909027 valid_1's binary_logloss: 0.315242
[65] valid_0's auc: 0.929563 valid_0's binary_logloss: 0.287013 valid_1's auc: 0.908963 valid_1's binary_logloss: 0.315388
[66] valid_0's auc: 0.929823 valid_0's binary_logloss: 0.286561 valid_1's auc: 0.908968 valid_1's binary_logloss: 0.315378
[67] valid_0's auc: 0.930093 valid_0's binary_logloss: 0.286061 valid_1's auc: 0.909037 valid_1's binary_logloss: 0.315321
[68] valid_0's auc: 0.93035 valid_0's binary_logloss: 0.285546 valid_1's auc: 0.908945 valid_1's binary_logloss: 0.31545
[69] valid_0's auc: 0.930726 valid_0's binary_logloss: 0.284913 valid_1's auc: 0.908904 valid_1's binary_logloss: 0.315504
[70] valid_0's auc: 0.930968 valid_0's binary_logloss: 0.28453 valid_1's auc: 0.908805 valid_1's binary_logloss: 0.315647
[71] valid_0's auc: 0.93134 valid_0's binary_logloss: 0.283869 valid_1's auc: 0.908706 valid_1's binary_logloss: 0.315753
[72] valid_0's auc: 0.93172 valid_0's binary_logloss: 0.283214 valid_1's auc: 0.908642 valid_1's binary_logloss: 0.315869
[73] valid_0's auc: 0.932009 valid_0's binary_logloss: 0.282652 valid_1's auc: 0.908566 valid_1's binary_logloss: 0.315999
[74] valid_0's auc: 0.932201 valid_0's binary_logloss: 0.282262 valid_1's auc: 0.908601 valid_1's binary_logloss: 0.31589
[75] valid_0's auc: 0.932428 valid_0's binary_logloss: 0.281839 valid_1's auc: 0.908487 valid_1's binary_logloss: 0.31607
[76] valid_0's auc: 0.932791 valid_0's binary_logloss: 0.281226 valid_1's auc: 0.908356 valid_1's binary_logloss: 0.316221
[77] valid_0's auc: 0.933059 valid_0's binary_logloss: 0.2807 valid_1's auc: 0.908286 valid_1's binary_logloss: 0.316308
[78] valid_0's auc: 0.933221 valid_0's binary_logloss: 0.280385 valid_1's auc: 0.908333 valid_1's binary_logloss: 0.316177
[79] valid_0's auc: 0.933516 valid_0's binary_logloss: 0.279893 valid_1's auc: 0.908365 valid_1's binary_logloss: 0.316135
[80] valid_0's auc: 0.933729 valid_0's binary_logloss: 0.27946 valid_1's auc: 0.908485 valid_1's binary_logloss: 0.315971
[81] valid_0's auc: 0.933952 valid_0's binary_logloss: 0.279028 valid_1's auc: 0.908458 valid_1's binary_logloss: 0.316027
[82] valid_0's auc: 0.934221 valid_0's binary_logloss: 0.278529 valid_1's auc: 0.908367 valid_1's binary_logloss: 0.316183
[83] valid_0's auc: 0.934457 valid_0's binary_logloss: 0.278106 valid_1's auc: 0.908348 valid_1's binary_logloss: 0.316245
[84] valid_0's auc: 0.934695 valid_0's binary_logloss: 0.277675 valid_1's auc: 0.908334 valid_1's binary_logloss: 0.316322
[85] valid_0's auc: 0.934988 valid_0's binary_logloss: 0.277153 valid_1's auc: 0.908366 valid_1's binary_logloss: 0.31623
[86] valid_0's auc: 0.935259 valid_0's binary_logloss: 0.276612 valid_1's auc: 0.908249 valid_1's binary_logloss: 0.316403
[87] valid_0's auc: 0.935495 valid_0's binary_logloss: 0.276187 valid_1's auc: 0.908153 valid_1's binary_logloss: 0.316596
[88] valid_0's auc: 0.9357 valid_0's binary_logloss: 0.275835 valid_1's auc: 0.908143 valid_1's binary_logloss: 0.316609
[89] valid_0's auc: 0.935983 valid_0's binary_logloss: 0.27537 valid_1's auc: 0.90817 valid_1's binary_logloss: 0.316608
[90] valid_0's auc: 0.936187 valid_0's binary_logloss: 0.275004 valid_1's auc: 0.908099 valid_1's binary_logloss: 0.316766
[91] valid_0's auc: 0.936418 valid_0's binary_logloss: 0.274592 valid_1's auc: 0.908081 valid_1's binary_logloss: 0.31684
[92] valid_0's auc: 0.936681 valid_0's binary_logloss: 0.274166 valid_1's auc: 0.908078 valid_1's binary_logloss: 0.316839
[93] valid_0's auc: 0.936846 valid_0's binary_logloss: 0.27383 valid_1's auc: 0.908067 valid_1's binary_logloss: 0.316875
[94] valid_0's auc: 0.937079 valid_0's binary_logloss: 0.273405 valid_1's auc: 0.908089 valid_1's binary_logloss: 0.316867
[95] valid_0's auc: 0.937314 valid_0's binary_logloss: 0.273007 valid_1's auc: 0.908061 valid_1's binary_logloss: 0.316877
[96] valid_0's auc: 0.937517 valid_0's binary_logloss: 0.272584 valid_1's auc: 0.908022 valid_1's binary_logloss: 0.316916
[97] valid_0's auc: 0.937702 valid_0's binary_logloss: 0.272251 valid_1's auc: 0.907926 valid_1's binary_logloss: 0.317073
[98] valid_0's auc: 0.937961 valid_0's binary_logloss: 0.271826 valid_1's auc: 0.907887 valid_1's binary_logloss: 0.317144
[99] valid_0's auc: 0.938178 valid_0's binary_logloss: 0.271404 valid_1's auc: 0.907847 valid_1's binary_logloss: 0.317241
[100] valid_0's auc: 0.938427 valid_0's binary_logloss: 0.270949 valid_1's auc: 0.907911 valid_1's binary_logloss: 0.317206
[101] valid_0's auc: 0.938591 valid_0's binary_logloss: 0.270614 valid_1's auc: 0.907846 valid_1's binary_logloss: 0.31732
[102] valid_0's auc: 0.938838 valid_0's binary_logloss: 0.270184 valid_1's auc: 0.907775 valid_1's binary_logloss: 0.317444
[103] valid_0's auc: 0.938987 valid_0's binary_logloss: 0.269885 valid_1's auc: 0.907732 valid_1's binary_logloss: 0.31752
[104] valid_0's auc: 0.939178 valid_0's binary_logloss: 0.269525 valid_1's auc: 0.907699 valid_1's binary_logloss: 0.317614
[105] valid_0's auc: 0.939406 valid_0's binary_logloss: 0.269026 valid_1's auc: 0.907646 valid_1's binary_logloss: 0.317768
[106] valid_0's auc: 0.939667 valid_0's binary_logloss: 0.268561 valid_1's auc: 0.907539 valid_1's binary_logloss: 0.318006
[107] valid_0's auc: 0.939889 valid_0's binary_logloss: 0.268161 valid_1's auc: 0.907603 valid_1's binary_logloss: 0.317868
[108] valid_0's auc: 0.940077 valid_0's binary_logloss: 0.267819 valid_1's auc: 0.907488 valid_1's binary_logloss: 0.31808
[109] valid_0's auc: 0.940431 valid_0's binary_logloss: 0.267208 valid_1's auc: 0.907364 valid_1's binary_logloss: 0.318348
[110] valid_0's auc: 0.940604 valid_0's binary_logloss: 0.266871 valid_1's auc: 0.90736 valid_1's binary_logloss: 0.318394
[111] valid_0's auc: 0.940869 valid_0's binary_logloss: 0.266387 valid_1's auc: 0.907369 valid_1's binary_logloss: 0.318384
[112] valid_0's auc: 0.941066 valid_0's binary_logloss: 0.266009 valid_1's auc: 0.907229 valid_1's binary_logloss: 0.318669
[113] valid_0's auc: 0.941253 valid_0's binary_logloss: 0.265676 valid_1's auc: 0.907266 valid_1's binary_logloss: 0.318566
[114] valid_0's auc: 0.941558 valid_0's binary_logloss: 0.265141 valid_1's auc: 0.907168 valid_1's binary_logloss: 0.318755
[115] valid_0's auc: 0.941744 valid_0's binary_logloss: 0.264763 valid_1's auc: 0.907189 valid_1's binary_logloss: 0.31875
[116] valid_0's auc: 0.941938 valid_0's binary_logloss: 0.264427 valid_1's auc: 0.907147 valid_1's binary_logloss: 0.318857
[117] valid_0's auc: 0.942219 valid_0's binary_logloss: 0.263954 valid_1's auc: 0.907084 valid_1's binary_logloss: 0.31905
[118] valid_0's auc: 0.942452 valid_0's binary_logloss: 0.263544 valid_1's auc: 0.907074 valid_1's binary_logloss: 0.319091
[119] valid_0's auc: 0.942624 valid_0's binary_logloss: 0.26321 valid_1's auc: 0.907073 valid_1's binary_logloss: 0.319072
[120] valid_0's auc: 0.942816 valid_0's binary_logloss: 0.262845 valid_1's auc: 0.907134 valid_1's binary_logloss: 0.318947
[121] valid_0's auc: 0.943014 valid_0's binary_logloss: 0.26249 valid_1's auc: 0.907025 valid_1's binary_logloss: 0.319165
[122] valid_0's auc: 0.943171 valid_0's binary_logloss: 0.262168 valid_1's auc: 0.906988 valid_1's binary_logloss: 0.319254
[123] valid_0's auc: 0.943442 valid_0's binary_logloss: 0.261681 valid_1's auc: 0.90697 valid_1's binary_logloss: 0.319257
[124] valid_0's auc: 0.943711 valid_0's binary_logloss: 0.261195 valid_1's auc: 0.907055 valid_1's binary_logloss: 0.319146
[125] valid_0's auc: 0.943889 valid_0's binary_logloss: 0.260818 valid_1's auc: 0.90698 valid_1's binary_logloss: 0.319304
[126] valid_0's auc: 0.944043 valid_0's binary_logloss: 0.260521 valid_1's auc: 0.906853 valid_1's binary_logloss: 0.319539
[127] valid_0's auc: 0.944193 valid_0's binary_logloss: 0.260216 valid_1's auc: 0.906814 valid_1's binary_logloss: 0.319673
[128] valid_0's auc: 0.944309 valid_0's binary_logloss: 0.259954 valid_1's auc: 0.906718 valid_1's binary_logloss: 0.319883
[129] valid_0's auc: 0.94455 valid_0's binary_logloss: 0.259526 valid_1's auc: 0.906642 valid_1's binary_logloss: 0.320084
[130] valid_0's auc: 0.944753 valid_0's binary_logloss: 0.259168 valid_1's auc: 0.906523 valid_1's binary_logloss: 0.320297
[131] valid_0's auc: 0.944973 valid_0's binary_logloss: 0.258766 valid_1's auc: 0.906307 valid_1's binary_logloss: 0.320604
[132] valid_0's auc: 0.945145 valid_0's binary_logloss: 0.258424 valid_1's auc: 0.906216 valid_1's binary_logloss: 0.320798
[133] valid_0's auc: 0.945318 valid_0's binary_logloss: 0.258071 valid_1's auc: 0.9061 valid_1's binary_logloss: 0.320996
[134] valid_0's auc: 0.945451 valid_0's binary_logloss: 0.257783 valid_1's auc: 0.906152 valid_1's binary_logloss: 0.320968
[135] valid_0's auc: 0.945733 valid_0's binary_logloss: 0.257292 valid_1's auc: 0.90607 valid_1's binary_logloss: 0.321139
[136] valid_0's auc: 0.945855 valid_0's binary_logloss: 0.257031 valid_1's auc: 0.906069 valid_1's binary_logloss: 0.321141
[137] valid_0's auc: 0.946126 valid_0's binary_logloss: 0.256557 valid_1's auc: 0.906074 valid_1's binary_logloss: 0.321185
[138] valid_0's auc: 0.946246 valid_0's binary_logloss: 0.256295 valid_1's auc: 0.906142 valid_1's binary_logloss: 0.321141
[139] valid_0's auc: 0.946394 valid_0's binary_logloss: 0.256023 valid_1's auc: 0.906082 valid_1's binary_logloss: 0.321251
[140] valid_0's auc: 0.946547 valid_0's binary_logloss: 0.255736 valid_1's auc: 0.905991 valid_1's binary_logloss: 0.321412
[141] valid_0's auc: 0.946643 valid_0's binary_logloss: 0.255552 valid_1's auc: 0.905972 valid_1's binary_logloss: 0.321492
[142] valid_0's auc: 0.946765 valid_0's binary_logloss: 0.255317 valid_1's auc: 0.905916 valid_1's binary_logloss: 0.321635
[143] valid_0's auc: 0.946949 valid_0's binary_logloss: 0.254972 valid_1's auc: 0.906027 valid_1's binary_logloss: 0.321442
[144] valid_0's auc: 0.947192 valid_0's binary_logloss: 0.254554 valid_1's auc: 0.905936 valid_1's binary_logloss: 0.321675
[145] valid_0's auc: 0.947377 valid_0's binary_logloss: 0.254218 valid_1's auc: 0.905798 valid_1's binary_logloss: 0.321929
[146] valid_0's auc: 0.947597 valid_0's binary_logloss: 0.253808 valid_1's auc: 0.90584 valid_1's binary_logloss: 0.321868
[147] valid_0's auc: 0.947805 valid_0's binary_logloss: 0.253426 valid_1's auc: 0.905835 valid_1's binary_logloss: 0.321933
Early stopping, best iteration is:
[47] valid_0's auc: 0.923627 valid_0's binary_logloss: 0.298118 valid_1's auc: 0.909532 valid_1's binary_logloss: 0.314961
[1] valid_0's auc: 0.887844 valid_0's binary_logloss: 0.516909 valid_1's auc: 0.893598 valid_1's binary_logloss: 0.508126
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.890776 valid_0's binary_logloss: 0.487736 valid_1's auc: 0.897625 valid_1's binary_logloss: 0.478463
[3] valid_0's auc: 0.892243 valid_0's binary_logloss: 0.46442 valid_1's auc: 0.8988 valid_1's binary_logloss: 0.454774
[4] valid_0's auc: 0.894428 valid_0's binary_logloss: 0.444999 valid_1's auc: 0.899598 valid_1's binary_logloss: 0.435309
[5] valid_0's auc: 0.895593 valid_0's binary_logloss: 0.428839 valid_1's auc: 0.900021 valid_1's binary_logloss: 0.419556
[6] valid_0's auc: 0.899007 valid_0's binary_logloss: 0.415152 valid_1's auc: 0.902729 valid_1's binary_logloss: 0.40594
[7] valid_0's auc: 0.900436 valid_0's binary_logloss: 0.403446 valid_1's auc: 0.903024 valid_1's binary_logloss: 0.394665
[8] valid_0's auc: 0.901051 valid_0's binary_logloss: 0.393489 valid_1's auc: 0.902967 valid_1's binary_logloss: 0.384948
[9] valid_0's auc: 0.901858 valid_0's binary_logloss: 0.384773 valid_1's auc: 0.903102 valid_1's binary_logloss: 0.376834
[10] valid_0's auc: 0.903132 valid_0's binary_logloss: 0.376975 valid_1's auc: 0.903628 valid_1's binary_logloss: 0.369655
[11] valid_0's auc: 0.904 valid_0's binary_logloss: 0.370072 valid_1's auc: 0.903765 valid_1's binary_logloss: 0.363506
[12] valid_0's auc: 0.905057 valid_0's binary_logloss: 0.364037 valid_1's auc: 0.904378 valid_1's binary_logloss: 0.358122
[13] valid_0's auc: 0.905837 valid_0's binary_logloss: 0.35866 valid_1's auc: 0.904218 valid_1's binary_logloss: 0.353501
[14] valid_0's auc: 0.906631 valid_0's binary_logloss: 0.353842 valid_1's auc: 0.904667 valid_1's binary_logloss: 0.349238
[15] valid_0's auc: 0.907502 valid_0's binary_logloss: 0.349434 valid_1's auc: 0.905391 valid_1's binary_logloss: 0.345342
[16] valid_0's auc: 0.90815 valid_0's binary_logloss: 0.345598 valid_1's auc: 0.905737 valid_1's binary_logloss: 0.342243
[17] valid_0's auc: 0.908763 valid_0's binary_logloss: 0.342075 valid_1's auc: 0.906229 valid_1's binary_logloss: 0.338999
[18] valid_0's auc: 0.909472 valid_0's binary_logloss: 0.33895 valid_1's auc: 0.906632 valid_1's binary_logloss: 0.3364
[19] valid_0's auc: 0.910184 valid_0's binary_logloss: 0.33601 valid_1's auc: 0.90668 valid_1's binary_logloss: 0.334514
[20] valid_0's auc: 0.910866 valid_0's binary_logloss: 0.333221 valid_1's auc: 0.906811 valid_1's binary_logloss: 0.332442
[21] valid_0's auc: 0.911311 valid_0's binary_logloss: 0.330891 valid_1's auc: 0.906728 valid_1's binary_logloss: 0.330824
[22] valid_0's auc: 0.912013 valid_0's binary_logloss: 0.328569 valid_1's auc: 0.906759 valid_1's binary_logloss: 0.32944
[23] valid_0's auc: 0.912723 valid_0's binary_logloss: 0.326299 valid_1's auc: 0.907021 valid_1's binary_logloss: 0.328001
[24] valid_0's auc: 0.913276 valid_0's binary_logloss: 0.324362 valid_1's auc: 0.907054 valid_1's binary_logloss: 0.326907
[25] valid_0's auc: 0.913833 valid_0's binary_logloss: 0.322553 valid_1's auc: 0.907087 valid_1's binary_logloss: 0.325903
[26] valid_0's auc: 0.914514 valid_0's binary_logloss: 0.320627 valid_1's auc: 0.907221 valid_1's binary_logloss: 0.324823
[27] valid_0's auc: 0.915013 valid_0's binary_logloss: 0.318967 valid_1's auc: 0.907226 valid_1's binary_logloss: 0.324008
[28] valid_0's auc: 0.915582 valid_0's binary_logloss: 0.317412 valid_1's auc: 0.907248 valid_1's binary_logloss: 0.323309
[29] valid_0's auc: 0.916129 valid_0's binary_logloss: 0.315921 valid_1's auc: 0.907335 valid_1's binary_logloss: 0.322681
[30] valid_0's auc: 0.916649 valid_0's binary_logloss: 0.314505 valid_1's auc: 0.907438 valid_1's binary_logloss: 0.321974
[31] valid_0's auc: 0.917204 valid_0's binary_logloss: 0.313113 valid_1's auc: 0.907455 valid_1's binary_logloss: 0.321466
[32] valid_0's auc: 0.917806 valid_0's binary_logloss: 0.311733 valid_1's auc: 0.907527 valid_1's binary_logloss: 0.320952
[33] valid_0's auc: 0.918199 valid_0's binary_logloss: 0.310677 valid_1's auc: 0.90752 valid_1's binary_logloss: 0.320625
[34] valid_0's auc: 0.918605 valid_0's binary_logloss: 0.309584 valid_1's auc: 0.907562 valid_1's binary_logloss: 0.320235
[35] valid_0's auc: 0.919112 valid_0's binary_logloss: 0.308438 valid_1's auc: 0.907754 valid_1's binary_logloss: 0.319694
[36] valid_0's auc: 0.919618 valid_0's binary_logloss: 0.307289 valid_1's auc: 0.907846 valid_1's binary_logloss: 0.319321
[37] valid_0's auc: 0.920128 valid_0's binary_logloss: 0.306185 valid_1's auc: 0.907789 valid_1's binary_logloss: 0.31915
[38] valid_0's auc: 0.920495 valid_0's binary_logloss: 0.305296 valid_1's auc: 0.907682 valid_1's binary_logloss: 0.319109
[39] valid_0's auc: 0.920946 valid_0's binary_logloss: 0.304239 valid_1's auc: 0.907728 valid_1's binary_logloss: 0.318808
[40] valid_0's auc: 0.921364 valid_0's binary_logloss: 0.303311 valid_1's auc: 0.907691 valid_1's binary_logloss: 0.318693
[41] valid_0's auc: 0.921773 valid_0's binary_logloss: 0.302446 valid_1's auc: 0.907784 valid_1's binary_logloss: 0.318445
[42] valid_0's auc: 0.922186 valid_0's binary_logloss: 0.301579 valid_1's auc: 0.907681 valid_1's binary_logloss: 0.318465
[43] valid_0's auc: 0.922503 valid_0's binary_logloss: 0.300906 valid_1's auc: 0.907673 valid_1's binary_logloss: 0.318345
[44] valid_0's auc: 0.922926 valid_0's binary_logloss: 0.300042 valid_1's auc: 0.907635 valid_1's binary_logloss: 0.318257
[45] valid_0's auc: 0.923263 valid_0's binary_logloss: 0.299331 valid_1's auc: 0.907705 valid_1's binary_logloss: 0.318079
[46] valid_0's auc: 0.923617 valid_0's binary_logloss: 0.298539 valid_1's auc: 0.907776 valid_1's binary_logloss: 0.317876
[47] valid_0's auc: 0.924114 valid_0's binary_logloss: 0.297662 valid_1's auc: 0.907716 valid_1's binary_logloss: 0.317968
[48] valid_0's auc: 0.924503 valid_0's binary_logloss: 0.296954 valid_1's auc: 0.907788 valid_1's binary_logloss: 0.317785
[49] valid_0's auc: 0.92476 valid_0's binary_logloss: 0.296343 valid_1's auc: 0.90786 valid_1's binary_logloss: 0.317598
[50] valid_0's auc: 0.925129 valid_0's binary_logloss: 0.295661 valid_1's auc: 0.907782 valid_1's binary_logloss: 0.31771
[51] valid_0's auc: 0.925509 valid_0's binary_logloss: 0.294896 valid_1's auc: 0.907683 valid_1's binary_logloss: 0.317825
[52] valid_0's auc: 0.925952 valid_0's binary_logloss: 0.294104 valid_1's auc: 0.907701 valid_1's binary_logloss: 0.317753
[53] valid_0's auc: 0.926345 valid_0's binary_logloss: 0.293368 valid_1's auc: 0.90769 valid_1's binary_logloss: 0.317706
[54] valid_0's auc: 0.926601 valid_0's binary_logloss: 0.292847 valid_1's auc: 0.907553 valid_1's binary_logloss: 0.317872
[55] valid_0's auc: 0.926831 valid_0's binary_logloss: 0.292356 valid_1's auc: 0.907538 valid_1's binary_logloss: 0.317816
[56] valid_0's auc: 0.927096 valid_0's binary_logloss: 0.291782 valid_1's auc: 0.90762 valid_1's binary_logloss: 0.317695
[57] valid_0's auc: 0.927485 valid_0's binary_logloss: 0.291119 valid_1's auc: 0.907529 valid_1's binary_logloss: 0.317839
[58] valid_0's auc: 0.927817 valid_0's binary_logloss: 0.290466 valid_1's auc: 0.907475 valid_1's binary_logloss: 0.317907
[59] valid_0's auc: 0.928079 valid_0's binary_logloss: 0.289918 valid_1's auc: 0.907395 valid_1's binary_logloss: 0.317979
[60] valid_0's auc: 0.928363 valid_0's binary_logloss: 0.289377 valid_1's auc: 0.907347 valid_1's binary_logloss: 0.318084
[61] valid_0's auc: 0.928694 valid_0's binary_logloss: 0.288835 valid_1's auc: 0.90736 valid_1's binary_logloss: 0.318084
[62] valid_0's auc: 0.928954 valid_0's binary_logloss: 0.28835 valid_1's auc: 0.907237 valid_1's binary_logloss: 0.318221
[63] valid_0's auc: 0.929319 valid_0's binary_logloss: 0.28774 valid_1's auc: 0.907257 valid_1's binary_logloss: 0.3182
[64] valid_0's auc: 0.929634 valid_0's binary_logloss: 0.287191 valid_1's auc: 0.907167 valid_1's binary_logloss: 0.318289
[65] valid_0's auc: 0.929985 valid_0's binary_logloss: 0.286569 valid_1's auc: 0.90696 valid_1's binary_logloss: 0.318675
[66] valid_0's auc: 0.930249 valid_0's binary_logloss: 0.286086 valid_1's auc: 0.907013 valid_1's binary_logloss: 0.318632
[67] valid_0's auc: 0.930512 valid_0's binary_logloss: 0.285546 valid_1's auc: 0.906977 valid_1's binary_logloss: 0.318746
[68] valid_0's auc: 0.931011 valid_0's binary_logloss: 0.284738 valid_1's auc: 0.906957 valid_1's binary_logloss: 0.318823
[69] valid_0's auc: 0.931402 valid_0's binary_logloss: 0.284061 valid_1's auc: 0.906888 valid_1's binary_logloss: 0.318922
[70] valid_0's auc: 0.931641 valid_0's binary_logloss: 0.283641 valid_1's auc: 0.906847 valid_1's binary_logloss: 0.319008
[71] valid_0's auc: 0.931905 valid_0's binary_logloss: 0.283184 valid_1's auc: 0.906884 valid_1's binary_logloss: 0.318965
[72] valid_0's auc: 0.932175 valid_0's binary_logloss: 0.282667 valid_1's auc: 0.90679 valid_1's binary_logloss: 0.319064
[73] valid_0's auc: 0.932404 valid_0's binary_logloss: 0.282207 valid_1's auc: 0.906775 valid_1's binary_logloss: 0.319023
[74] valid_0's auc: 0.932665 valid_0's binary_logloss: 0.281711 valid_1's auc: 0.906668 valid_1's binary_logloss: 0.319203
[75] valid_0's auc: 0.932941 valid_0's binary_logloss: 0.281234 valid_1's auc: 0.906611 valid_1's binary_logloss: 0.319329
[76] valid_0's auc: 0.933306 valid_0's binary_logloss: 0.280605 valid_1's auc: 0.9065 valid_1's binary_logloss: 0.319485
[77] valid_0's auc: 0.933602 valid_0's binary_logloss: 0.280037 valid_1's auc: 0.906549 valid_1's binary_logloss: 0.319398
[78] valid_0's auc: 0.933963 valid_0's binary_logloss: 0.27942 valid_1's auc: 0.906464 valid_1's binary_logloss: 0.319541
[79] valid_0's auc: 0.934249 valid_0's binary_logloss: 0.278885 valid_1's auc: 0.906414 valid_1's binary_logloss: 0.319641
[80] valid_0's auc: 0.93456 valid_0's binary_logloss: 0.278314 valid_1's auc: 0.90644 valid_1's binary_logloss: 0.319676
[81] valid_0's auc: 0.934874 valid_0's binary_logloss: 0.277757 valid_1's auc: 0.90656 valid_1's binary_logloss: 0.319506
[82] valid_0's auc: 0.935088 valid_0's binary_logloss: 0.277344 valid_1's auc: 0.906478 valid_1's binary_logloss: 0.319624
[83] valid_0's auc: 0.935298 valid_0's binary_logloss: 0.276902 valid_1's auc: 0.906478 valid_1's binary_logloss: 0.319607
[84] valid_0's auc: 0.935552 valid_0's binary_logloss: 0.27647 valid_1's auc: 0.906461 valid_1's binary_logloss: 0.31965
[85] valid_0's auc: 0.93587 valid_0's binary_logloss: 0.275926 valid_1's auc: 0.906437 valid_1's binary_logloss: 0.319734
[86] valid_0's auc: 0.9361 valid_0's binary_logloss: 0.275494 valid_1's auc: 0.90638 valid_1's binary_logloss: 0.319875
[87] valid_0's auc: 0.93626 valid_0's binary_logloss: 0.27522 valid_1's auc: 0.906377 valid_1's binary_logloss: 0.319903
[88] valid_0's auc: 0.936677 valid_0's binary_logloss: 0.274518 valid_1's auc: 0.90637 valid_1's binary_logloss: 0.319925
[89] valid_0's auc: 0.936916 valid_0's binary_logloss: 0.274088 valid_1's auc: 0.906279 valid_1's binary_logloss: 0.320108
[90] valid_0's auc: 0.937196 valid_0's binary_logloss: 0.273554 valid_1's auc: 0.906132 valid_1's binary_logloss: 0.320352
[91] valid_0's auc: 0.937367 valid_0's binary_logloss: 0.273251 valid_1's auc: 0.905999 valid_1's binary_logloss: 0.320638
[92] valid_0's auc: 0.937682 valid_0's binary_logloss: 0.272694 valid_1's auc: 0.905844 valid_1's binary_logloss: 0.320942
[93] valid_0's auc: 0.937867 valid_0's binary_logloss: 0.272389 valid_1's auc: 0.905784 valid_1's binary_logloss: 0.321063
[94] valid_0's auc: 0.938098 valid_0's binary_logloss: 0.271963 valid_1's auc: 0.905736 valid_1's binary_logloss: 0.321136
[95] valid_0's auc: 0.938341 valid_0's binary_logloss: 0.271481 valid_1's auc: 0.905709 valid_1's binary_logloss: 0.321295
[96] valid_0's auc: 0.938606 valid_0's binary_logloss: 0.271001 valid_1's auc: 0.90563 valid_1's binary_logloss: 0.321473
[97] valid_0's auc: 0.938826 valid_0's binary_logloss: 0.270594 valid_1's auc: 0.905659 valid_1's binary_logloss: 0.321457
[98] valid_0's auc: 0.939042 valid_0's binary_logloss: 0.270193 valid_1's auc: 0.905707 valid_1's binary_logloss: 0.32139
[99] valid_0's auc: 0.939189 valid_0's binary_logloss: 0.269888 valid_1's auc: 0.905687 valid_1's binary_logloss: 0.321413
[100] valid_0's auc: 0.939459 valid_0's binary_logloss: 0.269416 valid_1's auc: 0.9058 valid_1's binary_logloss: 0.32127
[101] valid_0's auc: 0.939642 valid_0's binary_logloss: 0.26904 valid_1's auc: 0.905716 valid_1's binary_logloss: 0.321461
[102] valid_0's auc: 0.939886 valid_0's binary_logloss: 0.268564 valid_1's auc: 0.905656 valid_1's binary_logloss: 0.321566
[103] valid_0's auc: 0.940158 valid_0's binary_logloss: 0.268089 valid_1's auc: 0.905678 valid_1's binary_logloss: 0.321517
[104] valid_0's auc: 0.940334 valid_0's binary_logloss: 0.267732 valid_1's auc: 0.905603 valid_1's binary_logloss: 0.321692
[105] valid_0's auc: 0.940561 valid_0's binary_logloss: 0.267334 valid_1's auc: 0.90566 valid_1's binary_logloss: 0.321626
[106] valid_0's auc: 0.940828 valid_0's binary_logloss: 0.266814 valid_1's auc: 0.90567 valid_1's binary_logloss: 0.321619
[107] valid_0's auc: 0.940996 valid_0's binary_logloss: 0.266463 valid_1's auc: 0.905513 valid_1's binary_logloss: 0.321846
[108] valid_0's auc: 0.941143 valid_0's binary_logloss: 0.266153 valid_1's auc: 0.905256 valid_1's binary_logloss: 0.322338
[109] valid_0's auc: 0.94127 valid_0's binary_logloss: 0.265891 valid_1's auc: 0.905153 valid_1's binary_logloss: 0.322576
[110] valid_0's auc: 0.941435 valid_0's binary_logloss: 0.265585 valid_1's auc: 0.905264 valid_1's binary_logloss: 0.322452
[111] valid_0's auc: 0.941601 valid_0's binary_logloss: 0.265193 valid_1's auc: 0.905164 valid_1's binary_logloss: 0.322605
[112] valid_0's auc: 0.941779 valid_0's binary_logloss: 0.26484 valid_1's auc: 0.905029 valid_1's binary_logloss: 0.32288
[113] valid_0's auc: 0.94198 valid_0's binary_logloss: 0.264483 valid_1's auc: 0.904998 valid_1's binary_logloss: 0.322937
[114] valid_0's auc: 0.942281 valid_0's binary_logloss: 0.263955 valid_1's auc: 0.905008 valid_1's binary_logloss: 0.322958
[115] valid_0's auc: 0.942433 valid_0's binary_logloss: 0.263622 valid_1's auc: 0.905023 valid_1's binary_logloss: 0.323001
[116] valid_0's auc: 0.942632 valid_0's binary_logloss: 0.263257 valid_1's auc: 0.905004 valid_1's binary_logloss: 0.323077
[117] valid_0's auc: 0.942825 valid_0's binary_logloss: 0.262855 valid_1's auc: 0.904993 valid_1's binary_logloss: 0.32315
[118] valid_0's auc: 0.943037 valid_0's binary_logloss: 0.26246 valid_1's auc: 0.904877 valid_1's binary_logloss: 0.323358
[119] valid_0's auc: 0.943208 valid_0's binary_logloss: 0.262132 valid_1's auc: 0.904813 valid_1's binary_logloss: 0.323498
[120] valid_0's auc: 0.943496 valid_0's binary_logloss: 0.261607 valid_1's auc: 0.904807 valid_1's binary_logloss: 0.323481
[121] valid_0's auc: 0.943662 valid_0's binary_logloss: 0.261226 valid_1's auc: 0.904762 valid_1's binary_logloss: 0.323639
[122] valid_0's auc: 0.943751 valid_0's binary_logloss: 0.26106 valid_1's auc: 0.904718 valid_1's binary_logloss: 0.323736
[123] valid_0's auc: 0.943916 valid_0's binary_logloss: 0.260766 valid_1's auc: 0.904588 valid_1's binary_logloss: 0.323936
[124] valid_0's auc: 0.944155 valid_0's binary_logloss: 0.260319 valid_1's auc: 0.904505 valid_1's binary_logloss: 0.324082
[125] valid_0's auc: 0.944335 valid_0's binary_logloss: 0.259945 valid_1's auc: 0.904535 valid_1's binary_logloss: 0.324092
[126] valid_0's auc: 0.944549 valid_0's binary_logloss: 0.259565 valid_1's auc: 0.90448 valid_1's binary_logloss: 0.324222
[127] valid_0's auc: 0.944763 valid_0's binary_logloss: 0.259165 valid_1's auc: 0.904411 valid_1's binary_logloss: 0.324372
[128] valid_0's auc: 0.944934 valid_0's binary_logloss: 0.258837 valid_1's auc: 0.90435 valid_1's binary_logloss: 0.32452
[129] valid_0's auc: 0.945078 valid_0's binary_logloss: 0.258524 valid_1's auc: 0.904248 valid_1's binary_logloss: 0.324813
[130] valid_0's auc: 0.945396 valid_0's binary_logloss: 0.257954 valid_1's auc: 0.9041 valid_1's binary_logloss: 0.325105
[131] valid_0's auc: 0.945566 valid_0's binary_logloss: 0.257624 valid_1's auc: 0.904068 valid_1's binary_logloss: 0.325193
[132] valid_0's auc: 0.945728 valid_0's binary_logloss: 0.257317 valid_1's auc: 0.903912 valid_1's binary_logloss: 0.325447
[133] valid_0's auc: 0.94593 valid_0's binary_logloss: 0.256915 valid_1's auc: 0.903953 valid_1's binary_logloss: 0.325429
[134] valid_0's auc: 0.946124 valid_0's binary_logloss: 0.256548 valid_1's auc: 0.903922 valid_1's binary_logloss: 0.325547
[135] valid_0's auc: 0.946272 valid_0's binary_logloss: 0.256207 valid_1's auc: 0.903917 valid_1's binary_logloss: 0.325616
[136] valid_0's auc: 0.946445 valid_0's binary_logloss: 0.25588 valid_1's auc: 0.903982 valid_1's binary_logloss: 0.325544
[137] valid_0's auc: 0.94666 valid_0's binary_logloss: 0.255467 valid_1's auc: 0.903978 valid_1's binary_logloss: 0.325586
[138] valid_0's auc: 0.946805 valid_0's binary_logloss: 0.25516 valid_1's auc: 0.904015 valid_1's binary_logloss: 0.325594
[139] valid_0's auc: 0.946965 valid_0's binary_logloss: 0.254797 valid_1's auc: 0.90404 valid_1's binary_logloss: 0.325611
[140] valid_0's auc: 0.947155 valid_0's binary_logloss: 0.254442 valid_1's auc: 0.904027 valid_1's binary_logloss: 0.325582
[141] valid_0's auc: 0.947297 valid_0's binary_logloss: 0.254153 valid_1's auc: 0.904033 valid_1's binary_logloss: 0.325561
[142] valid_0's auc: 0.947408 valid_0's binary_logloss: 0.253916 valid_1's auc: 0.904004 valid_1's binary_logloss: 0.325657
[143] valid_0's auc: 0.947562 valid_0's binary_logloss: 0.253625 valid_1's auc: 0.903785 valid_1's binary_logloss: 0.326068
[144] valid_0's auc: 0.94773 valid_0's binary_logloss: 0.25331 valid_1's auc: 0.903871 valid_1's binary_logloss: 0.325958
[145] valid_0's auc: 0.947867 valid_0's binary_logloss: 0.253029 valid_1's auc: 0.903845 valid_1's binary_logloss: 0.325999
[146] valid_0's auc: 0.948114 valid_0's binary_logloss: 0.252568 valid_1's auc: 0.90366 valid_1's binary_logloss: 0.326302
[147] valid_0's auc: 0.948248 valid_0's binary_logloss: 0.252289 valid_1's auc: 0.903538 valid_1's binary_logloss: 0.326518
[148] valid_0's auc: 0.948389 valid_0's binary_logloss: 0.251996 valid_1's auc: 0.903572 valid_1's binary_logloss: 0.326488
[149] valid_0's auc: 0.94867 valid_0's binary_logloss: 0.251478 valid_1's auc: 0.903554 valid_1's binary_logloss: 0.326562
Early stopping, best iteration is:
[49] valid_0's auc: 0.92476 valid_0's binary_logloss: 0.296343 valid_1's auc: 0.90786 valid_1's binary_logloss: 0.317598
[1] valid_0's auc: 0.888393 valid_0's binary_logloss: 0.516795 valid_1's auc: 0.894288 valid_1's binary_logloss: 0.508216
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891394 valid_0's binary_logloss: 0.487867 valid_1's auc: 0.896915 valid_1's binary_logloss: 0.478643
[3] valid_0's auc: 0.89265 valid_0's binary_logloss: 0.464849 valid_1's auc: 0.89812 valid_1's binary_logloss: 0.455163
[4] valid_0's auc: 0.894437 valid_0's binary_logloss: 0.445621 valid_1's auc: 0.899483 valid_1's binary_logloss: 0.436039
[5] valid_0's auc: 0.896955 valid_0's binary_logloss: 0.429571 valid_1's auc: 0.901051 valid_1's binary_logloss: 0.420482
[6] valid_0's auc: 0.898332 valid_0's binary_logloss: 0.415928 valid_1's auc: 0.901613 valid_1's binary_logloss: 0.406859
[7] valid_0's auc: 0.899861 valid_0's binary_logloss: 0.404206 valid_1's auc: 0.902556 valid_1's binary_logloss: 0.395336
[8] valid_0's auc: 0.900488 valid_0's binary_logloss: 0.394139 valid_1's auc: 0.90247 valid_1's binary_logloss: 0.385733
[9] valid_0's auc: 0.901452 valid_0's binary_logloss: 0.385418 valid_1's auc: 0.903433 valid_1's binary_logloss: 0.377078
[10] valid_0's auc: 0.902105 valid_0's binary_logloss: 0.377963 valid_1's auc: 0.903624 valid_1's binary_logloss: 0.370046
[11] valid_0's auc: 0.902945 valid_0's binary_logloss: 0.371098 valid_1's auc: 0.904239 valid_1's binary_logloss: 0.363529
[12] valid_0's auc: 0.903515 valid_0's binary_logloss: 0.365223 valid_1's auc: 0.904537 valid_1's binary_logloss: 0.358078
[13] valid_0's auc: 0.904605 valid_0's binary_logloss: 0.35982 valid_1's auc: 0.904887 valid_1's binary_logloss: 0.353394
[14] valid_0's auc: 0.905644 valid_0's binary_logloss: 0.354895 valid_1's auc: 0.90514 valid_1's binary_logloss: 0.349229
[15] valid_0's auc: 0.906416 valid_0's binary_logloss: 0.35056 valid_1's auc: 0.905629 valid_1's binary_logloss: 0.345341
[16] valid_0's auc: 0.906936 valid_0's binary_logloss: 0.346773 valid_1's auc: 0.905922 valid_1's binary_logloss: 0.341963
[17] valid_0's auc: 0.907718 valid_0's binary_logloss: 0.343116 valid_1's auc: 0.90646 valid_1's binary_logloss: 0.338764
[18] valid_0's auc: 0.908265 valid_0's binary_logloss: 0.33999 valid_1's auc: 0.906739 valid_1's binary_logloss: 0.336028
[19] valid_0's auc: 0.909204 valid_0's binary_logloss: 0.336866 valid_1's auc: 0.906965 valid_1's binary_logloss: 0.333716
[20] valid_0's auc: 0.909879 valid_0's binary_logloss: 0.334199 valid_1's auc: 0.906986 valid_1's binary_logloss: 0.331886
[21] valid_0's auc: 0.91049 valid_0's binary_logloss: 0.331733 valid_1's auc: 0.906944 valid_1's binary_logloss: 0.330278
[22] valid_0's auc: 0.911221 valid_0's binary_logloss: 0.329417 valid_1's auc: 0.907212 valid_1's binary_logloss: 0.328685
[23] valid_0's auc: 0.91199 valid_0's binary_logloss: 0.327145 valid_1's auc: 0.907289 valid_1's binary_logloss: 0.32728
[24] valid_0's auc: 0.912599 valid_0's binary_logloss: 0.325046 valid_1's auc: 0.907322 valid_1's binary_logloss: 0.326084
[25] valid_0's auc: 0.913126 valid_0's binary_logloss: 0.323271 valid_1's auc: 0.907312 valid_1's binary_logloss: 0.325168
[26] valid_0's auc: 0.913635 valid_0's binary_logloss: 0.321568 valid_1's auc: 0.907363 valid_1's binary_logloss: 0.324235
[27] valid_0's auc: 0.914109 valid_0's binary_logloss: 0.319968 valid_1's auc: 0.907433 valid_1's binary_logloss: 0.323425
[28] valid_0's auc: 0.914755 valid_0's binary_logloss: 0.318217 valid_1's auc: 0.907439 valid_1's binary_logloss: 0.322682
[29] valid_0's auc: 0.91531 valid_0's binary_logloss: 0.316651 valid_1's auc: 0.907377 valid_1's binary_logloss: 0.322161
[30] valid_0's auc: 0.915799 valid_0's binary_logloss: 0.315432 valid_1's auc: 0.907579 valid_1's binary_logloss: 0.32147
[31] valid_0's auc: 0.916265 valid_0's binary_logloss: 0.314172 valid_1's auc: 0.907614 valid_1's binary_logloss: 0.321033
[32] valid_0's auc: 0.916621 valid_0's binary_logloss: 0.313109 valid_1's auc: 0.907948 valid_1's binary_logloss: 0.320231
[33] valid_0's auc: 0.917134 valid_0's binary_logloss: 0.311835 valid_1's auc: 0.907901 valid_1's binary_logloss: 0.319894
[34] valid_0's auc: 0.917421 valid_0's binary_logloss: 0.310915 valid_1's auc: 0.90805 valid_1's binary_logloss: 0.319356
[35] valid_0's auc: 0.917912 valid_0's binary_logloss: 0.309739 valid_1's auc: 0.907945 valid_1's binary_logloss: 0.319148
[36] valid_0's auc: 0.918368 valid_0's binary_logloss: 0.308658 valid_1's auc: 0.90807 valid_1's binary_logloss: 0.318764
[37] valid_0's auc: 0.918869 valid_0's binary_logloss: 0.307508 valid_1's auc: 0.908228 valid_1's binary_logloss: 0.318273
[38] valid_0's auc: 0.919281 valid_0's binary_logloss: 0.306443 valid_1's auc: 0.908392 valid_1's binary_logloss: 0.317879
[39] valid_0's auc: 0.919868 valid_0's binary_logloss: 0.305344 valid_1's auc: 0.90828 valid_1's binary_logloss: 0.317828
[40] valid_0's auc: 0.920222 valid_0's binary_logloss: 0.30452 valid_1's auc: 0.908383 valid_1's binary_logloss: 0.317532
[41] valid_0's auc: 0.92061 valid_0's binary_logloss: 0.303651 valid_1's auc: 0.908374 valid_1's binary_logloss: 0.317365
[42] valid_0's auc: 0.920924 valid_0's binary_logloss: 0.302944 valid_1's auc: 0.908391 valid_1's binary_logloss: 0.317127
[43] valid_0's auc: 0.921362 valid_0's binary_logloss: 0.302061 valid_1's auc: 0.908455 valid_1's binary_logloss: 0.316929
[44] valid_0's auc: 0.921796 valid_0's binary_logloss: 0.301145 valid_1's auc: 0.908605 valid_1's binary_logloss: 0.316586
[45] valid_0's auc: 0.922275 valid_0's binary_logloss: 0.300213 valid_1's auc: 0.90866 valid_1's binary_logloss: 0.316503
[46] valid_0's auc: 0.922599 valid_0's binary_logloss: 0.299581 valid_1's auc: 0.908683 valid_1's binary_logloss: 0.316401
[47] valid_0's auc: 0.923 valid_0's binary_logloss: 0.298806 valid_1's auc: 0.908634 valid_1's binary_logloss: 0.316502
[48] valid_0's auc: 0.923402 valid_0's binary_logloss: 0.298057 valid_1's auc: 0.908615 valid_1's binary_logloss: 0.316498
[49] valid_0's auc: 0.923728 valid_0's binary_logloss: 0.297433 valid_1's auc: 0.908437 valid_1's binary_logloss: 0.316696
[50] valid_0's auc: 0.924155 valid_0's binary_logloss: 0.296703 valid_1's auc: 0.908504 valid_1's binary_logloss: 0.316532
[51] valid_0's auc: 0.924552 valid_0's binary_logloss: 0.295918 valid_1's auc: 0.9085 valid_1's binary_logloss: 0.316456
[52] valid_0's auc: 0.92501 valid_0's binary_logloss: 0.295165 valid_1's auc: 0.908454 valid_1's binary_logloss: 0.316549
[53] valid_0's auc: 0.925514 valid_0's binary_logloss: 0.294276 valid_1's auc: 0.908323 valid_1's binary_logloss: 0.316731
[54] valid_0's auc: 0.92582 valid_0's binary_logloss: 0.293742 valid_1's auc: 0.908423 valid_1's binary_logloss: 0.316571
[55] valid_0's auc: 0.926104 valid_0's binary_logloss: 0.29319 valid_1's auc: 0.908454 valid_1's binary_logloss: 0.316514
[56] valid_0's auc: 0.926502 valid_0's binary_logloss: 0.292466 valid_1's auc: 0.90838 valid_1's binary_logloss: 0.316596
[57] valid_0's auc: 0.926723 valid_0's binary_logloss: 0.292045 valid_1's auc: 0.908338 valid_1's binary_logloss: 0.316655
[58] valid_0's auc: 0.927048 valid_0's binary_logloss: 0.291402 valid_1's auc: 0.908285 valid_1's binary_logloss: 0.316719
[59] valid_0's auc: 0.927413 valid_0's binary_logloss: 0.290762 valid_1's auc: 0.908226 valid_1's binary_logloss: 0.316828
[60] valid_0's auc: 0.927752 valid_0's binary_logloss: 0.290182 valid_1's auc: 0.9083 valid_1's binary_logloss: 0.316679
[61] valid_0's auc: 0.927996 valid_0's binary_logloss: 0.289754 valid_1's auc: 0.908301 valid_1's binary_logloss: 0.316671
[62] valid_0's auc: 0.928274 valid_0's binary_logloss: 0.28928 valid_1's auc: 0.908147 valid_1's binary_logloss: 0.316879
[63] valid_0's auc: 0.928585 valid_0's binary_logloss: 0.288738 valid_1's auc: 0.908083 valid_1's binary_logloss: 0.317009
[64] valid_0's auc: 0.928981 valid_0's binary_logloss: 0.28808 valid_1's auc: 0.908006 valid_1's binary_logloss: 0.317155
[65] valid_0's auc: 0.929281 valid_0's binary_logloss: 0.287522 valid_1's auc: 0.907992 valid_1's binary_logloss: 0.317222
[66] valid_0's auc: 0.92959 valid_0's binary_logloss: 0.286971 valid_1's auc: 0.907884 valid_1's binary_logloss: 0.317358
[67] valid_0's auc: 0.929809 valid_0's binary_logloss: 0.286564 valid_1's auc: 0.907889 valid_1's binary_logloss: 0.317357
[68] valid_0's auc: 0.930079 valid_0's binary_logloss: 0.286062 valid_1's auc: 0.907909 valid_1's binary_logloss: 0.31736
[69] valid_0's auc: 0.930368 valid_0's binary_logloss: 0.28555 valid_1's auc: 0.907805 valid_1's binary_logloss: 0.317541
[70] valid_0's auc: 0.930619 valid_0's binary_logloss: 0.285058 valid_1's auc: 0.907716 valid_1's binary_logloss: 0.317716
[71] valid_0's auc: 0.930926 valid_0's binary_logloss: 0.284522 valid_1's auc: 0.907659 valid_1's binary_logloss: 0.317847
[72] valid_0's auc: 0.931329 valid_0's binary_logloss: 0.283894 valid_1's auc: 0.907585 valid_1's binary_logloss: 0.317922
[73] valid_0's auc: 0.931737 valid_0's binary_logloss: 0.283213 valid_1's auc: 0.907522 valid_1's binary_logloss: 0.318054
[74] valid_0's auc: 0.931865 valid_0's binary_logloss: 0.282959 valid_1's auc: 0.907416 valid_1's binary_logloss: 0.318242
[75] valid_0's auc: 0.932046 valid_0's binary_logloss: 0.282589 valid_1's auc: 0.907288 valid_1's binary_logloss: 0.318441
[76] valid_0's auc: 0.93233 valid_0's binary_logloss: 0.282117 valid_1's auc: 0.907243 valid_1's binary_logloss: 0.3185
[77] valid_0's auc: 0.932649 valid_0's binary_logloss: 0.28155 valid_1's auc: 0.907118 valid_1's binary_logloss: 0.318655
[78] valid_0's auc: 0.93293 valid_0's binary_logloss: 0.281041 valid_1's auc: 0.907145 valid_1's binary_logloss: 0.318661
[79] valid_0's auc: 0.93325 valid_0's binary_logloss: 0.280472 valid_1's auc: 0.907075 valid_1's binary_logloss: 0.318711
[80] valid_0's auc: 0.933532 valid_0's binary_logloss: 0.280004 valid_1's auc: 0.90702 valid_1's binary_logloss: 0.318809
[81] valid_0's auc: 0.933806 valid_0's binary_logloss: 0.279547 valid_1's auc: 0.90701 valid_1's binary_logloss: 0.318773
[82] valid_0's auc: 0.934014 valid_0's binary_logloss: 0.279207 valid_1's auc: 0.906969 valid_1's binary_logloss: 0.318856
[83] valid_0's auc: 0.934285 valid_0's binary_logloss: 0.278727 valid_1's auc: 0.9069 valid_1's binary_logloss: 0.319037
[84] valid_0's auc: 0.934518 valid_0's binary_logloss: 0.278255 valid_1's auc: 0.906751 valid_1's binary_logloss: 0.319305
[85] valid_0's auc: 0.934673 valid_0's binary_logloss: 0.277969 valid_1's auc: 0.906769 valid_1's binary_logloss: 0.319276
[86] valid_0's auc: 0.934888 valid_0's binary_logloss: 0.277615 valid_1's auc: 0.906717 valid_1's binary_logloss: 0.319368
[87] valid_0's auc: 0.93509 valid_0's binary_logloss: 0.277233 valid_1's auc: 0.906617 valid_1's binary_logloss: 0.31952
[88] valid_0's auc: 0.935378 valid_0's binary_logloss: 0.276709 valid_1's auc: 0.906619 valid_1's binary_logloss: 0.319544
[89] valid_0's auc: 0.935603 valid_0's binary_logloss: 0.276289 valid_1's auc: 0.906592 valid_1's binary_logloss: 0.319654
[90] valid_0's auc: 0.935846 valid_0's binary_logloss: 0.275848 valid_1's auc: 0.906561 valid_1's binary_logloss: 0.319663
[91] valid_0's auc: 0.936049 valid_0's binary_logloss: 0.275501 valid_1's auc: 0.906564 valid_1's binary_logloss: 0.319692
[92] valid_0's auc: 0.936214 valid_0's binary_logloss: 0.275136 valid_1's auc: 0.906474 valid_1's binary_logloss: 0.319905
[93] valid_0's auc: 0.936466 valid_0's binary_logloss: 0.274675 valid_1's auc: 0.906375 valid_1's binary_logloss: 0.320121
[94] valid_0's auc: 0.936738 valid_0's binary_logloss: 0.274212 valid_1's auc: 0.906126 valid_1's binary_logloss: 0.320521
[95] valid_0's auc: 0.936944 valid_0's binary_logloss: 0.273795 valid_1's auc: 0.906076 valid_1's binary_logloss: 0.320623
[96] valid_0's auc: 0.93718 valid_0's binary_logloss: 0.27342 valid_1's auc: 0.90608 valid_1's binary_logloss: 0.320639
[97] valid_0's auc: 0.937323 valid_0's binary_logloss: 0.273127 valid_1's auc: 0.905945 valid_1's binary_logloss: 0.320824
[98] valid_0's auc: 0.937497 valid_0's binary_logloss: 0.272818 valid_1's auc: 0.905826 valid_1's binary_logloss: 0.321023
[99] valid_0's auc: 0.937737 valid_0's binary_logloss: 0.272366 valid_1's auc: 0.905725 valid_1's binary_logloss: 0.321271
[100] valid_0's auc: 0.937973 valid_0's binary_logloss: 0.27195 valid_1's auc: 0.905683 valid_1's binary_logloss: 0.321386
[101] valid_0's auc: 0.938215 valid_0's binary_logloss: 0.271548 valid_1's auc: 0.905702 valid_1's binary_logloss: 0.321408
[102] valid_0's auc: 0.938352 valid_0's binary_logloss: 0.271275 valid_1's auc: 0.905756 valid_1's binary_logloss: 0.321341
[103] valid_0's auc: 0.938645 valid_0's binary_logloss: 0.270795 valid_1's auc: 0.905616 valid_1's binary_logloss: 0.32156
[104] valid_0's auc: 0.938829 valid_0's binary_logloss: 0.270479 valid_1's auc: 0.905538 valid_1's binary_logloss: 0.321701
[105] valid_0's auc: 0.939028 valid_0's binary_logloss: 0.27014 valid_1's auc: 0.905469 valid_1's binary_logloss: 0.321868
[106] valid_0's auc: 0.939251 valid_0's binary_logloss: 0.269737 valid_1's auc: 0.905436 valid_1's binary_logloss: 0.3219
[107] valid_0's auc: 0.939482 valid_0's binary_logloss: 0.269284 valid_1's auc: 0.905301 valid_1's binary_logloss: 0.322221
[108] valid_0's auc: 0.939672 valid_0's binary_logloss: 0.268912 valid_1's auc: 0.905222 valid_1's binary_logloss: 0.322372
[109] valid_0's auc: 0.939943 valid_0's binary_logloss: 0.26847 valid_1's auc: 0.905232 valid_1's binary_logloss: 0.322354
[110] valid_0's auc: 0.940057 valid_0's binary_logloss: 0.268254 valid_1's auc: 0.905155 valid_1's binary_logloss: 0.322521
[111] valid_0's auc: 0.940309 valid_0's binary_logloss: 0.267818 valid_1's auc: 0.905126 valid_1's binary_logloss: 0.322585
[112] valid_0's auc: 0.940462 valid_0's binary_logloss: 0.267507 valid_1's auc: 0.905073 valid_1's binary_logloss: 0.322692
[113] valid_0's auc: 0.940621 valid_0's binary_logloss: 0.267199 valid_1's auc: 0.905075 valid_1's binary_logloss: 0.322724
[114] valid_0's auc: 0.940827 valid_0's binary_logloss: 0.266824 valid_1's auc: 0.9049 valid_1's binary_logloss: 0.323049
[115] valid_0's auc: 0.940996 valid_0's binary_logloss: 0.266479 valid_1's auc: 0.904785 valid_1's binary_logloss: 0.323288
[116] valid_0's auc: 0.941247 valid_0's binary_logloss: 0.266054 valid_1's auc: 0.904662 valid_1's binary_logloss: 0.323534
[117] valid_0's auc: 0.941417 valid_0's binary_logloss: 0.265695 valid_1's auc: 0.904448 valid_1's binary_logloss: 0.323923
[118] valid_0's auc: 0.941681 valid_0's binary_logloss: 0.265224 valid_1's auc: 0.904401 valid_1's binary_logloss: 0.324009
[119] valid_0's auc: 0.941866 valid_0's binary_logloss: 0.264872 valid_1's auc: 0.904384 valid_1's binary_logloss: 0.324105
[120] valid_0's auc: 0.942011 valid_0's binary_logloss: 0.264578 valid_1's auc: 0.904362 valid_1's binary_logloss: 0.324212
[121] valid_0's auc: 0.942191 valid_0's binary_logloss: 0.264226 valid_1's auc: 0.904354 valid_1's binary_logloss: 0.324273
[122] valid_0's auc: 0.942529 valid_0's binary_logloss: 0.263664 valid_1's auc: 0.90424 valid_1's binary_logloss: 0.324454
[123] valid_0's auc: 0.942667 valid_0's binary_logloss: 0.263382 valid_1's auc: 0.904179 valid_1's binary_logloss: 0.324619
[124] valid_0's auc: 0.94286 valid_0's binary_logloss: 0.263052 valid_1's auc: 0.904146 valid_1's binary_logloss: 0.324692
[125] valid_0's auc: 0.943083 valid_0's binary_logloss: 0.262653 valid_1's auc: 0.904196 valid_1's binary_logloss: 0.324582
[126] valid_0's auc: 0.94319 valid_0's binary_logloss: 0.262477 valid_1's auc: 0.90414 valid_1's binary_logloss: 0.324681
[127] valid_0's auc: 0.943387 valid_0's binary_logloss: 0.262085 valid_1's auc: 0.904047 valid_1's binary_logloss: 0.324842
[128] valid_0's auc: 0.943577 valid_0's binary_logloss: 0.26172 valid_1's auc: 0.904025 valid_1's binary_logloss: 0.324896
[129] valid_0's auc: 0.943711 valid_0's binary_logloss: 0.261483 valid_1's auc: 0.903993 valid_1's binary_logloss: 0.324942
[130] valid_0's auc: 0.943874 valid_0's binary_logloss: 0.261181 valid_1's auc: 0.903899 valid_1's binary_logloss: 0.325094
[131] valid_0's auc: 0.944001 valid_0's binary_logloss: 0.26092 valid_1's auc: 0.903794 valid_1's binary_logloss: 0.325264
[132] valid_0's auc: 0.944233 valid_0's binary_logloss: 0.26052 valid_1's auc: 0.903736 valid_1's binary_logloss: 0.325389
[133] valid_0's auc: 0.944525 valid_0's binary_logloss: 0.260002 valid_1's auc: 0.903746 valid_1's binary_logloss: 0.325349
[134] valid_0's auc: 0.944657 valid_0's binary_logloss: 0.259747 valid_1's auc: 0.903668 valid_1's binary_logloss: 0.325479
[135] valid_0's auc: 0.944825 valid_0's binary_logloss: 0.259415 valid_1's auc: 0.903623 valid_1's binary_logloss: 0.325581
[136] valid_0's auc: 0.944982 valid_0's binary_logloss: 0.259107 valid_1's auc: 0.903617 valid_1's binary_logloss: 0.325642
[137] valid_0's auc: 0.945181 valid_0's binary_logloss: 0.258722 valid_1's auc: 0.903588 valid_1's binary_logloss: 0.325731
[138] valid_0's auc: 0.945318 valid_0's binary_logloss: 0.258468 valid_1's auc: 0.903541 valid_1's binary_logloss: 0.325838
[139] valid_0's auc: 0.94554 valid_0's binary_logloss: 0.258071 valid_1's auc: 0.903461 valid_1's binary_logloss: 0.326
[140] valid_0's auc: 0.945801 valid_0's binary_logloss: 0.257622 valid_1's auc: 0.90339 valid_1's binary_logloss: 0.326143
[141] valid_0's auc: 0.945919 valid_0's binary_logloss: 0.257342 valid_1's auc: 0.903299 valid_1's binary_logloss: 0.326343
[142] valid_0's auc: 0.946103 valid_0's binary_logloss: 0.257002 valid_1's auc: 0.903188 valid_1's binary_logloss: 0.326585
[143] valid_0's auc: 0.946229 valid_0's binary_logloss: 0.256722 valid_1's auc: 0.903163 valid_1's binary_logloss: 0.326697
[144] valid_0's auc: 0.946383 valid_0's binary_logloss: 0.256387 valid_1's auc: 0.903184 valid_1's binary_logloss: 0.326725
[145] valid_0's auc: 0.946697 valid_0's binary_logloss: 0.255872 valid_1's auc: 0.90321 valid_1's binary_logloss: 0.326683
[146] valid_0's auc: 0.946846 valid_0's binary_logloss: 0.255551 valid_1's auc: 0.903128 valid_1's binary_logloss: 0.326941
Early stopping, best iteration is:
[46] valid_0's auc: 0.922599 valid_0's binary_logloss: 0.299581 valid_1's auc: 0.908683 valid_1's binary_logloss: 0.316401
[1] valid_0's auc: 0.888429 valid_0's binary_logloss: 0.517259 valid_1's auc: 0.89287 valid_1's binary_logloss: 0.508675
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.893364 valid_0's binary_logloss: 0.488149 valid_1's auc: 0.898668 valid_1's binary_logloss: 0.478942
[3] valid_0's auc: 0.89471 valid_0's binary_logloss: 0.465013 valid_1's auc: 0.899211 valid_1's binary_logloss: 0.455077
[4] valid_0's auc: 0.896499 valid_0's binary_logloss: 0.44573 valid_1's auc: 0.900476 valid_1's binary_logloss: 0.435755
[5] valid_0's auc: 0.898292 valid_0's binary_logloss: 0.429749 valid_1's auc: 0.902577 valid_1's binary_logloss: 0.419702
[6] valid_0's auc: 0.899447 valid_0's binary_logloss: 0.416012 valid_1's auc: 0.903628 valid_1's binary_logloss: 0.405945
[7] valid_0's auc: 0.90016 valid_0's binary_logloss: 0.404313 valid_1's auc: 0.904037 valid_1's binary_logloss: 0.394294
[8] valid_0's auc: 0.900845 valid_0's binary_logloss: 0.394355 valid_1's auc: 0.90441 valid_1's binary_logloss: 0.384406
[9] valid_0's auc: 0.901491 valid_0's binary_logloss: 0.385709 valid_1's auc: 0.904431 valid_1's binary_logloss: 0.376154
[10] valid_0's auc: 0.902463 valid_0's binary_logloss: 0.377832 valid_1's auc: 0.905143 valid_1's binary_logloss: 0.368695
[11] valid_0's auc: 0.903181 valid_0's binary_logloss: 0.371016 valid_1's auc: 0.905695 valid_1's binary_logloss: 0.362121
[12] valid_0's auc: 0.904072 valid_0's binary_logloss: 0.36506 valid_1's auc: 0.906401 valid_1's binary_logloss: 0.3563
[13] valid_0's auc: 0.904711 valid_0's binary_logloss: 0.359719 valid_1's auc: 0.90629 valid_1's binary_logloss: 0.351666
[14] valid_0's auc: 0.90523 valid_0's binary_logloss: 0.354954 valid_1's auc: 0.906187 valid_1's binary_logloss: 0.347564
[15] valid_0's auc: 0.906387 valid_0's binary_logloss: 0.350653 valid_1's auc: 0.906626 valid_1's binary_logloss: 0.343895
[16] valid_0's auc: 0.906883 valid_0's binary_logloss: 0.346912 valid_1's auc: 0.906609 valid_1's binary_logloss: 0.340725
[17] valid_0's auc: 0.90755 valid_0's binary_logloss: 0.343412 valid_1's auc: 0.907061 valid_1's binary_logloss: 0.337858
[18] valid_0's auc: 0.908164 valid_0's binary_logloss: 0.340268 valid_1's auc: 0.907267 valid_1's binary_logloss: 0.335306
[19] valid_0's auc: 0.90889 valid_0's binary_logloss: 0.337258 valid_1's auc: 0.90776 valid_1's binary_logloss: 0.332727
[20] valid_0's auc: 0.90941 valid_0's binary_logloss: 0.334606 valid_1's auc: 0.908151 valid_1's binary_logloss: 0.330547
[21] valid_0's auc: 0.909787 valid_0's binary_logloss: 0.332353 valid_1's auc: 0.908241 valid_1's binary_logloss: 0.328858
[22] valid_0's auc: 0.910425 valid_0's binary_logloss: 0.329976 valid_1's auc: 0.90849 valid_1's binary_logloss: 0.327017
[23] valid_0's auc: 0.910985 valid_0's binary_logloss: 0.327906 valid_1's auc: 0.908582 valid_1's binary_logloss: 0.325594
[24] valid_0's auc: 0.911603 valid_0's binary_logloss: 0.325949 valid_1's auc: 0.908701 valid_1's binary_logloss: 0.324322
[25] valid_0's auc: 0.912176 valid_0's binary_logloss: 0.324138 valid_1's auc: 0.908768 valid_1's binary_logloss: 0.32328
[26] valid_0's auc: 0.912673 valid_0's binary_logloss: 0.322529 valid_1's auc: 0.908666 valid_1's binary_logloss: 0.322518
[27] valid_0's auc: 0.913087 valid_0's binary_logloss: 0.320998 valid_1's auc: 0.908551 valid_1's binary_logloss: 0.321904
[28] valid_0's auc: 0.913654 valid_0's binary_logloss: 0.319369 valid_1's auc: 0.908713 valid_1's binary_logloss: 0.32094
[29] valid_0's auc: 0.914075 valid_0's binary_logloss: 0.318044 valid_1's auc: 0.908595 valid_1's binary_logloss: 0.320494
[30] valid_0's auc: 0.914561 valid_0's binary_logloss: 0.316755 valid_1's auc: 0.908679 valid_1's binary_logloss: 0.319887
[31] valid_0's auc: 0.914972 valid_0's binary_logloss: 0.315593 valid_1's auc: 0.90875 valid_1's binary_logloss: 0.3193
[32] valid_0's auc: 0.915369 valid_0's binary_logloss: 0.314517 valid_1's auc: 0.909071 valid_1's binary_logloss: 0.318458
[33] valid_0's auc: 0.915722 valid_0's binary_logloss: 0.313502 valid_1's auc: 0.909186 valid_1's binary_logloss: 0.317908
[34] valid_0's auc: 0.916139 valid_0's binary_logloss: 0.312384 valid_1's auc: 0.909167 valid_1's binary_logloss: 0.317533
[35] valid_0's auc: 0.916617 valid_0's binary_logloss: 0.311286 valid_1's auc: 0.909308 valid_1's binary_logloss: 0.317049
[36] valid_0's auc: 0.917004 valid_0's binary_logloss: 0.310382 valid_1's auc: 0.909265 valid_1's binary_logloss: 0.316817
[37] valid_0's auc: 0.917431 valid_0's binary_logloss: 0.309427 valid_1's auc: 0.909185 valid_1's binary_logloss: 0.316675
[38] valid_0's auc: 0.917978 valid_0's binary_logloss: 0.308351 valid_1's auc: 0.909195 valid_1's binary_logloss: 0.316474
[39] valid_0's auc: 0.918388 valid_0's binary_logloss: 0.307376 valid_1's auc: 0.909274 valid_1's binary_logloss: 0.316114
[40] valid_0's auc: 0.918772 valid_0's binary_logloss: 0.306595 valid_1's auc: 0.909401 valid_1's binary_logloss: 0.315829
[41] valid_0's auc: 0.919067 valid_0's binary_logloss: 0.305985 valid_1's auc: 0.909408 valid_1's binary_logloss: 0.315635
[42] valid_0's auc: 0.919366 valid_0's binary_logloss: 0.305357 valid_1's auc: 0.909447 valid_1's binary_logloss: 0.315487
[43] valid_0's auc: 0.919793 valid_0's binary_logloss: 0.304502 valid_1's auc: 0.909427 valid_1's binary_logloss: 0.315409
[44] valid_0's auc: 0.920061 valid_0's binary_logloss: 0.303848 valid_1's auc: 0.909353 valid_1's binary_logloss: 0.315367
[45] valid_0's auc: 0.920352 valid_0's binary_logloss: 0.303271 valid_1's auc: 0.909443 valid_1's binary_logloss: 0.315145
[46] valid_0's auc: 0.920767 valid_0's binary_logloss: 0.302429 valid_1's auc: 0.909588 valid_1's binary_logloss: 0.31481
[47] valid_0's auc: 0.921195 valid_0's binary_logloss: 0.301635 valid_1's auc: 0.909638 valid_1's binary_logloss: 0.314662
[48] valid_0's auc: 0.921536 valid_0's binary_logloss: 0.301019 valid_1's auc: 0.909623 valid_1's binary_logloss: 0.314554
[49] valid_0's auc: 0.921955 valid_0's binary_logloss: 0.300235 valid_1's auc: 0.909513 valid_1's binary_logloss: 0.314613
[50] valid_0's auc: 0.922367 valid_0's binary_logloss: 0.299513 valid_1's auc: 0.909641 valid_1's binary_logloss: 0.314373
[51] valid_0's auc: 0.922638 valid_0's binary_logloss: 0.298961 valid_1's auc: 0.909519 valid_1's binary_logloss: 0.31449
[52] valid_0's auc: 0.922992 valid_0's binary_logloss: 0.298274 valid_1's auc: 0.909616 valid_1's binary_logloss: 0.314297
[53] valid_0's auc: 0.923405 valid_0's binary_logloss: 0.297495 valid_1's auc: 0.909624 valid_1's binary_logloss: 0.314252
[54] valid_0's auc: 0.923739 valid_0's binary_logloss: 0.296861 valid_1's auc: 0.909471 valid_1's binary_logloss: 0.314402
[55] valid_0's auc: 0.924156 valid_0's binary_logloss: 0.296109 valid_1's auc: 0.90948 valid_1's binary_logloss: 0.314407
[56] valid_0's auc: 0.924417 valid_0's binary_logloss: 0.295532 valid_1's auc: 0.909403 valid_1's binary_logloss: 0.314513
[57] valid_0's auc: 0.92463 valid_0's binary_logloss: 0.295137 valid_1's auc: 0.909414 valid_1's binary_logloss: 0.314484
[58] valid_0's auc: 0.924868 valid_0's binary_logloss: 0.294692 valid_1's auc: 0.909318 valid_1's binary_logloss: 0.314593
[59] valid_0's auc: 0.925031 valid_0's binary_logloss: 0.294386 valid_1's auc: 0.909254 valid_1's binary_logloss: 0.314697
[60] valid_0's auc: 0.925403 valid_0's binary_logloss: 0.293762 valid_1's auc: 0.909313 valid_1's binary_logloss: 0.314601
[61] valid_0's auc: 0.925698 valid_0's binary_logloss: 0.293238 valid_1's auc: 0.909252 valid_1's binary_logloss: 0.314682
[62] valid_0's auc: 0.925982 valid_0's binary_logloss: 0.292777 valid_1's auc: 0.909049 valid_1's binary_logloss: 0.314987
[63] valid_0's auc: 0.926263 valid_0's binary_logloss: 0.292241 valid_1's auc: 0.909107 valid_1's binary_logloss: 0.314892
[64] valid_0's auc: 0.926578 valid_0's binary_logloss: 0.291692 valid_1's auc: 0.909092 valid_1's binary_logloss: 0.314942
[65] valid_0's auc: 0.926824 valid_0's binary_logloss: 0.29131 valid_1's auc: 0.908929 valid_1's binary_logloss: 0.315184
[66] valid_0's auc: 0.927096 valid_0's binary_logloss: 0.29081 valid_1's auc: 0.908889 valid_1's binary_logloss: 0.315181
[67] valid_0's auc: 0.927344 valid_0's binary_logloss: 0.290392 valid_1's auc: 0.908937 valid_1's binary_logloss: 0.315107
[68] valid_0's auc: 0.927469 valid_0's binary_logloss: 0.290161 valid_1's auc: 0.908859 valid_1's binary_logloss: 0.315265
[69] valid_0's auc: 0.927743 valid_0's binary_logloss: 0.289646 valid_1's auc: 0.908691 valid_1's binary_logloss: 0.315519
[70] valid_0's auc: 0.928012 valid_0's binary_logloss: 0.28916 valid_1's auc: 0.908524 valid_1's binary_logloss: 0.315758
[71] valid_0's auc: 0.928296 valid_0's binary_logloss: 0.288657 valid_1's auc: 0.908443 valid_1's binary_logloss: 0.315894
[72] valid_0's auc: 0.928446 valid_0's binary_logloss: 0.288413 valid_1's auc: 0.908351 valid_1's binary_logloss: 0.316016
[73] valid_0's auc: 0.928739 valid_0's binary_logloss: 0.287912 valid_1's auc: 0.908212 valid_1's binary_logloss: 0.316239
[74] valid_0's auc: 0.929085 valid_0's binary_logloss: 0.287342 valid_1's auc: 0.908153 valid_1's binary_logloss: 0.316294
[75] valid_0's auc: 0.929309 valid_0's binary_logloss: 0.286904 valid_1's auc: 0.908092 valid_1's binary_logloss: 0.316378
[76] valid_0's auc: 0.92958 valid_0's binary_logloss: 0.286391 valid_1's auc: 0.908019 valid_1's binary_logloss: 0.316517
[77] valid_0's auc: 0.929725 valid_0's binary_logloss: 0.286122 valid_1's auc: 0.908042 valid_1's binary_logloss: 0.316509
[78] valid_0's auc: 0.93001 valid_0's binary_logloss: 0.285657 valid_1's auc: 0.907997 valid_1's binary_logloss: 0.31662
[79] valid_0's auc: 0.930322 valid_0's binary_logloss: 0.28515 valid_1's auc: 0.907936 valid_1's binary_logloss: 0.316691
[80] valid_0's auc: 0.930548 valid_0's binary_logloss: 0.284787 valid_1's auc: 0.907926 valid_1's binary_logloss: 0.316735
[81] valid_0's auc: 0.930648 valid_0's binary_logloss: 0.28461 valid_1's auc: 0.907964 valid_1's binary_logloss: 0.316721
[82] valid_0's auc: 0.930816 valid_0's binary_logloss: 0.284306 valid_1's auc: 0.907934 valid_1's binary_logloss: 0.316751
[83] valid_0's auc: 0.931041 valid_0's binary_logloss: 0.283839 valid_1's auc: 0.907891 valid_1's binary_logloss: 0.316883
[84] valid_0's auc: 0.931322 valid_0's binary_logloss: 0.283365 valid_1's auc: 0.907873 valid_1's binary_logloss: 0.316948
[85] valid_0's auc: 0.931498 valid_0's binary_logloss: 0.283027 valid_1's auc: 0.907722 valid_1's binary_logloss: 0.317235
[86] valid_0's auc: 0.931754 valid_0's binary_logloss: 0.282594 valid_1's auc: 0.907739 valid_1's binary_logloss: 0.317206
[87] valid_0's auc: 0.932004 valid_0's binary_logloss: 0.282094 valid_1's auc: 0.907751 valid_1's binary_logloss: 0.317247
[88] valid_0's auc: 0.93222 valid_0's binary_logloss: 0.281702 valid_1's auc: 0.907748 valid_1's binary_logloss: 0.31727
[89] valid_0's auc: 0.932374 valid_0's binary_logloss: 0.281433 valid_1's auc: 0.907709 valid_1's binary_logloss: 0.317396
[90] valid_0's auc: 0.932615 valid_0's binary_logloss: 0.280976 valid_1's auc: 0.907683 valid_1's binary_logloss: 0.317421
[91] valid_0's auc: 0.932858 valid_0's binary_logloss: 0.280554 valid_1's auc: 0.907628 valid_1's binary_logloss: 0.31751
[92] valid_0's auc: 0.933112 valid_0's binary_logloss: 0.280053 valid_1's auc: 0.907654 valid_1's binary_logloss: 0.317492
[93] valid_0's auc: 0.933237 valid_0's binary_logloss: 0.279815 valid_1's auc: 0.907673 valid_1's binary_logloss: 0.317454
[94] valid_0's auc: 0.933415 valid_0's binary_logloss: 0.279467 valid_1's auc: 0.907639 valid_1's binary_logloss: 0.317575
[95] valid_0's auc: 0.933681 valid_0's binary_logloss: 0.278992 valid_1's auc: 0.907594 valid_1's binary_logloss: 0.317669
[96] valid_0's auc: 0.934074 valid_0's binary_logloss: 0.278372 valid_1's auc: 0.907517 valid_1's binary_logloss: 0.317795
[97] valid_0's auc: 0.934276 valid_0's binary_logloss: 0.277993 valid_1's auc: 0.907495 valid_1's binary_logloss: 0.31785
[98] valid_0's auc: 0.934483 valid_0's binary_logloss: 0.277572 valid_1's auc: 0.907388 valid_1's binary_logloss: 0.318059
[99] valid_0's auc: 0.934701 valid_0's binary_logloss: 0.277192 valid_1's auc: 0.907315 valid_1's binary_logloss: 0.31821
[100] valid_0's auc: 0.934904 valid_0's binary_logloss: 0.27682 valid_1's auc: 0.90733 valid_1's binary_logloss: 0.31823
[101] valid_0's auc: 0.935043 valid_0's binary_logloss: 0.276577 valid_1's auc: 0.907183 valid_1's binary_logloss: 0.318483
[102] valid_0's auc: 0.935245 valid_0's binary_logloss: 0.276236 valid_1's auc: 0.907181 valid_1's binary_logloss: 0.318481
[103] valid_0's auc: 0.935368 valid_0's binary_logloss: 0.27599 valid_1's auc: 0.907169 valid_1's binary_logloss: 0.318524
[104] valid_0's auc: 0.935575 valid_0's binary_logloss: 0.275605 valid_1's auc: 0.9071 valid_1's binary_logloss: 0.318678
[105] valid_0's auc: 0.935859 valid_0's binary_logloss: 0.275138 valid_1's auc: 0.907105 valid_1's binary_logloss: 0.318694
[106] valid_0's auc: 0.936102 valid_0's binary_logloss: 0.274749 valid_1's auc: 0.907106 valid_1's binary_logloss: 0.318699
[107] valid_0's auc: 0.936329 valid_0's binary_logloss: 0.274345 valid_1's auc: 0.907141 valid_1's binary_logloss: 0.31867
[108] valid_0's auc: 0.936558 valid_0's binary_logloss: 0.273969 valid_1's auc: 0.907092 valid_1's binary_logloss: 0.318754
[109] valid_0's auc: 0.936804 valid_0's binary_logloss: 0.273586 valid_1's auc: 0.907044 valid_1's binary_logloss: 0.318834
[110] valid_0's auc: 0.936966 valid_0's binary_logloss: 0.273298 valid_1's auc: 0.906977 valid_1's binary_logloss: 0.318941
[111] valid_0's auc: 0.937206 valid_0's binary_logloss: 0.272868 valid_1's auc: 0.906913 valid_1's binary_logloss: 0.319014
[112] valid_0's auc: 0.937468 valid_0's binary_logloss: 0.272409 valid_1's auc: 0.906795 valid_1's binary_logloss: 0.319233
[113] valid_0's auc: 0.937607 valid_0's binary_logloss: 0.272133 valid_1's auc: 0.906704 valid_1's binary_logloss: 0.319419
[114] valid_0's auc: 0.93777 valid_0's binary_logloss: 0.271825 valid_1's auc: 0.906764 valid_1's binary_logloss: 0.319344
[115] valid_0's auc: 0.937839 valid_0's binary_logloss: 0.271712 valid_1's auc: 0.906723 valid_1's binary_logloss: 0.319418
[116] valid_0's auc: 0.938023 valid_0's binary_logloss: 0.27138 valid_1's auc: 0.906741 valid_1's binary_logloss: 0.319423
[117] valid_0's auc: 0.93816 valid_0's binary_logloss: 0.27112 valid_1's auc: 0.906719 valid_1's binary_logloss: 0.319503
[118] valid_0's auc: 0.938402 valid_0's binary_logloss: 0.270714 valid_1's auc: 0.906501 valid_1's binary_logloss: 0.319795
[119] valid_0's auc: 0.938644 valid_0's binary_logloss: 0.27028 valid_1's auc: 0.90641 valid_1's binary_logloss: 0.31996
[120] valid_0's auc: 0.938869 valid_0's binary_logloss: 0.269859 valid_1's auc: 0.906334 valid_1's binary_logloss: 0.320085
[121] valid_0's auc: 0.939085 valid_0's binary_logloss: 0.269442 valid_1's auc: 0.906188 valid_1's binary_logloss: 0.320392
[122] valid_0's auc: 0.939216 valid_0's binary_logloss: 0.269181 valid_1's auc: 0.906099 valid_1's binary_logloss: 0.320532
[123] valid_0's auc: 0.939431 valid_0's binary_logloss: 0.268804 valid_1's auc: 0.906011 valid_1's binary_logloss: 0.320714
[124] valid_0's auc: 0.939658 valid_0's binary_logloss: 0.268386 valid_1's auc: 0.905946 valid_1's binary_logloss: 0.320852
[125] valid_0's auc: 0.939745 valid_0's binary_logloss: 0.26819 valid_1's auc: 0.905842 valid_1's binary_logloss: 0.321067
[126] valid_0's auc: 0.939944 valid_0's binary_logloss: 0.267804 valid_1's auc: 0.90586 valid_1's binary_logloss: 0.321083
[127] valid_0's auc: 0.940044 valid_0's binary_logloss: 0.26759 valid_1's auc: 0.9059 valid_1's binary_logloss: 0.321048
[128] valid_0's auc: 0.940206 valid_0's binary_logloss: 0.267262 valid_1's auc: 0.905781 valid_1's binary_logloss: 0.321202
[129] valid_0's auc: 0.940271 valid_0's binary_logloss: 0.267158 valid_1's auc: 0.905754 valid_1's binary_logloss: 0.321245
[130] valid_0's auc: 0.940428 valid_0's binary_logloss: 0.266876 valid_1's auc: 0.905718 valid_1's binary_logloss: 0.321287
[131] valid_0's auc: 0.940662 valid_0's binary_logloss: 0.266465 valid_1's auc: 0.905657 valid_1's binary_logloss: 0.321419
[132] valid_0's auc: 0.940808 valid_0's binary_logloss: 0.266163 valid_1's auc: 0.90559 valid_1's binary_logloss: 0.32162
[133] valid_0's auc: 0.941028 valid_0's binary_logloss: 0.265782 valid_1's auc: 0.905503 valid_1's binary_logloss: 0.321786
[134] valid_0's auc: 0.941266 valid_0's binary_logloss: 0.265359 valid_1's auc: 0.905457 valid_1's binary_logloss: 0.321929
[135] valid_0's auc: 0.941462 valid_0's binary_logloss: 0.265008 valid_1's auc: 0.905391 valid_1's binary_logloss: 0.322102
[136] valid_0's auc: 0.941578 valid_0's binary_logloss: 0.264764 valid_1's auc: 0.905346 valid_1's binary_logloss: 0.322247
[137] valid_0's auc: 0.941727 valid_0's binary_logloss: 0.264491 valid_1's auc: 0.905249 valid_1's binary_logloss: 0.322412
[138] valid_0's auc: 0.941836 valid_0's binary_logloss: 0.264238 valid_1's auc: 0.905239 valid_1's binary_logloss: 0.322502
[139] valid_0's auc: 0.942039 valid_0's binary_logloss: 0.263852 valid_1's auc: 0.905174 valid_1's binary_logloss: 0.322597
[140] valid_0's auc: 0.942214 valid_0's binary_logloss: 0.263512 valid_1's auc: 0.905103 valid_1's binary_logloss: 0.322743
[141] valid_0's auc: 0.942431 valid_0's binary_logloss: 0.263143 valid_1's auc: 0.904978 valid_1's binary_logloss: 0.322994
[142] valid_0's auc: 0.942552 valid_0's binary_logloss: 0.262922 valid_1's auc: 0.904954 valid_1's binary_logloss: 0.323034
[143] valid_0's auc: 0.942712 valid_0's binary_logloss: 0.262576 valid_1's auc: 0.904982 valid_1's binary_logloss: 0.323027
[144] valid_0's auc: 0.94288 valid_0's binary_logloss: 0.262269 valid_1's auc: 0.904939 valid_1's binary_logloss: 0.323169
[145] valid_0's auc: 0.943033 valid_0's binary_logloss: 0.26196 valid_1's auc: 0.905 valid_1's binary_logloss: 0.323105
[146] valid_0's auc: 0.943224 valid_0's binary_logloss: 0.261627 valid_1's auc: 0.904949 valid_1's binary_logloss: 0.32318
[147] valid_0's auc: 0.943429 valid_0's binary_logloss: 0.261296 valid_1's auc: 0.904973 valid_1's binary_logloss: 0.323148
[148] valid_0's auc: 0.943558 valid_0's binary_logloss: 0.261013 valid_1's auc: 0.904971 valid_1's binary_logloss: 0.323197
[149] valid_0's auc: 0.943756 valid_0's binary_logloss: 0.260688 valid_1's auc: 0.90494 valid_1's binary_logloss: 0.323276
[150] valid_0's auc: 0.943989 valid_0's binary_logloss: 0.260262 valid_1's auc: 0.904844 valid_1's binary_logloss: 0.323457
Early stopping, best iteration is:
[50] valid_0's auc: 0.922367 valid_0's binary_logloss: 0.299513 valid_1's auc: 0.909641 valid_1's binary_logloss: 0.314373
[1] valid_0's auc: 0.88862 valid_0's binary_logloss: 0.517559 valid_1's auc: 0.895216 valid_1's binary_logloss: 0.508462
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891685 valid_0's binary_logloss: 0.488823 valid_1's auc: 0.897251 valid_1's binary_logloss: 0.479045
[3] valid_0's auc: 0.89535 valid_0's binary_logloss: 0.465318 valid_1's auc: 0.900709 valid_1's binary_logloss: 0.454958
[4] valid_0's auc: 0.897143 valid_0's binary_logloss: 0.445958 valid_1's auc: 0.901126 valid_1's binary_logloss: 0.435898
[5] valid_0's auc: 0.897936 valid_0's binary_logloss: 0.429982 valid_1's auc: 0.900752 valid_1's binary_logloss: 0.420148
[6] valid_0's auc: 0.898453 valid_0's binary_logloss: 0.416378 valid_1's auc: 0.900947 valid_1's binary_logloss: 0.406481
[7] valid_0's auc: 0.899579 valid_0's binary_logloss: 0.404589 valid_1's auc: 0.903086 valid_1's binary_logloss: 0.394663
[8] valid_0's auc: 0.900549 valid_0's binary_logloss: 0.394529 valid_1's auc: 0.904172 valid_1's binary_logloss: 0.384427
[9] valid_0's auc: 0.901078 valid_0's binary_logloss: 0.385787 valid_1's auc: 0.904166 valid_1's binary_logloss: 0.376075
[10] valid_0's auc: 0.901717 valid_0's binary_logloss: 0.378226 valid_1's auc: 0.903991 valid_1's binary_logloss: 0.368931
[11] valid_0's auc: 0.902526 valid_0's binary_logloss: 0.371393 valid_1's auc: 0.904364 valid_1's binary_logloss: 0.362505
[12] valid_0's auc: 0.903143 valid_0's binary_logloss: 0.36552 valid_1's auc: 0.905346 valid_1's binary_logloss: 0.356834
[13] valid_0's auc: 0.903994 valid_0's binary_logloss: 0.360206 valid_1's auc: 0.905684 valid_1's binary_logloss: 0.352023
[14] valid_0's auc: 0.904587 valid_0's binary_logloss: 0.355569 valid_1's auc: 0.906016 valid_1's binary_logloss: 0.347746
[15] valid_0's auc: 0.9054 valid_0's binary_logloss: 0.351301 valid_1's auc: 0.906315 valid_1's binary_logloss: 0.343932
[16] valid_0's auc: 0.905978 valid_0's binary_logloss: 0.347447 valid_1's auc: 0.906464 valid_1's binary_logloss: 0.340751
[17] valid_0's auc: 0.90637 valid_0's binary_logloss: 0.344146 valid_1's auc: 0.906634 valid_1's binary_logloss: 0.337835
[18] valid_0's auc: 0.907012 valid_0's binary_logloss: 0.34113 valid_1's auc: 0.907124 valid_1's binary_logloss: 0.335133
[19] valid_0's auc: 0.907575 valid_0's binary_logloss: 0.338369 valid_1's auc: 0.907097 valid_1's binary_logloss: 0.333063
[20] valid_0's auc: 0.908083 valid_0's binary_logloss: 0.335808 valid_1's auc: 0.90734 valid_1's binary_logloss: 0.330934
[21] valid_0's auc: 0.908935 valid_0's binary_logloss: 0.333309 valid_1's auc: 0.907671 valid_1's binary_logloss: 0.329015
[22] valid_0's auc: 0.909579 valid_0's binary_logloss: 0.331027 valid_1's auc: 0.907832 valid_1's binary_logloss: 0.3273
[23] valid_0's auc: 0.910166 valid_0's binary_logloss: 0.328944 valid_1's auc: 0.90797 valid_1's binary_logloss: 0.325891
[24] valid_0's auc: 0.910648 valid_0's binary_logloss: 0.326994 valid_1's auc: 0.908071 valid_1's binary_logloss: 0.324484
[25] valid_0's auc: 0.911167 valid_0's binary_logloss: 0.325209 valid_1's auc: 0.908139 valid_1's binary_logloss: 0.323336
[26] valid_0's auc: 0.911793 valid_0's binary_logloss: 0.3234 valid_1's auc: 0.908344 valid_1's binary_logloss: 0.322211
[27] valid_0's auc: 0.912343 valid_0's binary_logloss: 0.321816 valid_1's auc: 0.908461 valid_1's binary_logloss: 0.321367
[28] valid_0's auc: 0.912823 valid_0's binary_logloss: 0.320473 valid_1's auc: 0.908591 valid_1's binary_logloss: 0.32059
[29] valid_0's auc: 0.913392 valid_0's binary_logloss: 0.31905 valid_1's auc: 0.908429 valid_1's binary_logloss: 0.320199
[30] valid_0's auc: 0.913783 valid_0's binary_logloss: 0.317803 valid_1's auc: 0.908381 valid_1's binary_logloss: 0.319699
[31] valid_0's auc: 0.914299 valid_0's binary_logloss: 0.316516 valid_1's auc: 0.908524 valid_1's binary_logloss: 0.319061
[32] valid_0's auc: 0.91474 valid_0's binary_logloss: 0.31538 valid_1's auc: 0.90856 valid_1's binary_logloss: 0.31856
[33] valid_0's auc: 0.915288 valid_0's binary_logloss: 0.314177 valid_1's auc: 0.908495 valid_1's binary_logloss: 0.318255
[34] valid_0's auc: 0.915715 valid_0's binary_logloss: 0.313181 valid_1's auc: 0.908632 valid_1's binary_logloss: 0.317799
[35] valid_0's auc: 0.9161 valid_0's binary_logloss: 0.312164 valid_1's auc: 0.908764 valid_1's binary_logloss: 0.317349
[36] valid_0's auc: 0.916425 valid_0's binary_logloss: 0.311339 valid_1's auc: 0.908872 valid_1's binary_logloss: 0.31695
[37] valid_0's auc: 0.916845 valid_0's binary_logloss: 0.310432 valid_1's auc: 0.908969 valid_1's binary_logloss: 0.316533
[38] valid_0's auc: 0.917237 valid_0's binary_logloss: 0.309561 valid_1's auc: 0.909074 valid_1's binary_logloss: 0.316221
[39] valid_0's auc: 0.917669 valid_0's binary_logloss: 0.308602 valid_1's auc: 0.909163 valid_1's binary_logloss: 0.315781
[40] valid_0's auc: 0.918179 valid_0's binary_logloss: 0.307636 valid_1's auc: 0.909047 valid_1's binary_logloss: 0.315717
[41] valid_0's auc: 0.918577 valid_0's binary_logloss: 0.30689 valid_1's auc: 0.909046 valid_1's binary_logloss: 0.315612
[42] valid_0's auc: 0.918755 valid_0's binary_logloss: 0.306455 valid_1's auc: 0.909038 valid_1's binary_logloss: 0.315502
[43] valid_0's auc: 0.919205 valid_0's binary_logloss: 0.305561 valid_1's auc: 0.90899 valid_1's binary_logloss: 0.315422
[44] valid_0's auc: 0.919622 valid_0's binary_logloss: 0.304748 valid_1's auc: 0.908961 valid_1's binary_logloss: 0.315353
[45] valid_0's auc: 0.920027 valid_0's binary_logloss: 0.303928 valid_1's auc: 0.909017 valid_1's binary_logloss: 0.315198
[46] valid_0's auc: 0.920432 valid_0's binary_logloss: 0.303174 valid_1's auc: 0.908933 valid_1's binary_logloss: 0.315189
[47] valid_0's auc: 0.920849 valid_0's binary_logloss: 0.302442 valid_1's auc: 0.908971 valid_1's binary_logloss: 0.315111
[48] valid_0's auc: 0.921409 valid_0's binary_logloss: 0.301489 valid_1's auc: 0.909006 valid_1's binary_logloss: 0.314986
[49] valid_0's auc: 0.921715 valid_0's binary_logloss: 0.300878 valid_1's auc: 0.909029 valid_1's binary_logloss: 0.314863
[50] valid_0's auc: 0.922034 valid_0's binary_logloss: 0.300275 valid_1's auc: 0.908989 valid_1's binary_logloss: 0.314831
[51] valid_0's auc: 0.9224 valid_0's binary_logloss: 0.299547 valid_1's auc: 0.909016 valid_1's binary_logloss: 0.314717
[52] valid_0's auc: 0.922692 valid_0's binary_logloss: 0.298997 valid_1's auc: 0.908923 valid_1's binary_logloss: 0.314803
[53] valid_0's auc: 0.923019 valid_0's binary_logloss: 0.298347 valid_1's auc: 0.909062 valid_1's binary_logloss: 0.314544
[54] valid_0's auc: 0.92336 valid_0's binary_logloss: 0.297748 valid_1's auc: 0.909087 valid_1's binary_logloss: 0.314504
[55] valid_0's auc: 0.923639 valid_0's binary_logloss: 0.29719 valid_1's auc: 0.909156 valid_1's binary_logloss: 0.314323
[56] valid_0's auc: 0.923999 valid_0's binary_logloss: 0.296552 valid_1's auc: 0.909175 valid_1's binary_logloss: 0.314269
[57] valid_0's auc: 0.924344 valid_0's binary_logloss: 0.295942 valid_1's auc: 0.909157 valid_1's binary_logloss: 0.314281
[58] valid_0's auc: 0.924564 valid_0's binary_logloss: 0.295517 valid_1's auc: 0.909147 valid_1's binary_logloss: 0.314254
[59] valid_0's auc: 0.924814 valid_0's binary_logloss: 0.295033 valid_1's auc: 0.90902 valid_1's binary_logloss: 0.314378
[60] valid_0's auc: 0.925184 valid_0's binary_logloss: 0.294379 valid_1's auc: 0.909002 valid_1's binary_logloss: 0.314372
[61] valid_0's auc: 0.925428 valid_0's binary_logloss: 0.293944 valid_1's auc: 0.909006 valid_1's binary_logloss: 0.314346
[62] valid_0's auc: 0.925667 valid_0's binary_logloss: 0.293427 valid_1's auc: 0.908909 valid_1's binary_logloss: 0.314423
[63] valid_0's auc: 0.925996 valid_0's binary_logloss: 0.292878 valid_1's auc: 0.908864 valid_1's binary_logloss: 0.31447
[64] valid_0's auc: 0.926222 valid_0's binary_logloss: 0.292382 valid_1's auc: 0.908875 valid_1's binary_logloss: 0.314407
[65] valid_0's auc: 0.926482 valid_0's binary_logloss: 0.291895 valid_1's auc: 0.908872 valid_1's binary_logloss: 0.314397
[66] valid_0's auc: 0.926725 valid_0's binary_logloss: 0.291464 valid_1's auc: 0.908826 valid_1's binary_logloss: 0.314453
[67] valid_0's auc: 0.92696 valid_0's binary_logloss: 0.291004 valid_1's auc: 0.908853 valid_1's binary_logloss: 0.314418
[68] valid_0's auc: 0.927209 valid_0's binary_logloss: 0.290539 valid_1's auc: 0.908793 valid_1's binary_logloss: 0.314518
[69] valid_0's auc: 0.92753 valid_0's binary_logloss: 0.290003 valid_1's auc: 0.908588 valid_1's binary_logloss: 0.314824
[70] valid_0's auc: 0.927758 valid_0's binary_logloss: 0.289565 valid_1's auc: 0.908556 valid_1's binary_logloss: 0.31484
[71] valid_0's auc: 0.928008 valid_0's binary_logloss: 0.289084 valid_1's auc: 0.908522 valid_1's binary_logloss: 0.314872
[72] valid_0's auc: 0.928203 valid_0's binary_logloss: 0.288755 valid_1's auc: 0.908512 valid_1's binary_logloss: 0.314879
[73] valid_0's auc: 0.928438 valid_0's binary_logloss: 0.288347 valid_1's auc: 0.90851 valid_1's binary_logloss: 0.314864
[74] valid_0's auc: 0.928774 valid_0's binary_logloss: 0.287737 valid_1's auc: 0.908458 valid_1's binary_logloss: 0.314957
[75] valid_0's auc: 0.928862 valid_0's binary_logloss: 0.287563 valid_1's auc: 0.908459 valid_1's binary_logloss: 0.314956
[76] valid_0's auc: 0.929142 valid_0's binary_logloss: 0.287076 valid_1's auc: 0.908395 valid_1's binary_logloss: 0.315029
[77] valid_0's auc: 0.929407 valid_0's binary_logloss: 0.286613 valid_1's auc: 0.90835 valid_1's binary_logloss: 0.315127
[78] valid_0's auc: 0.929552 valid_0's binary_logloss: 0.286381 valid_1's auc: 0.908322 valid_1's binary_logloss: 0.315166
[79] valid_0's auc: 0.929798 valid_0's binary_logloss: 0.28593 valid_1's auc: 0.908256 valid_1's binary_logloss: 0.315335
[80] valid_0's auc: 0.929995 valid_0's binary_logloss: 0.285577 valid_1's auc: 0.90817 valid_1's binary_logloss: 0.315515
[81] valid_0's auc: 0.930165 valid_0's binary_logloss: 0.285294 valid_1's auc: 0.908103 valid_1's binary_logloss: 0.3156
[82] valid_0's auc: 0.9304 valid_0's binary_logloss: 0.284896 valid_1's auc: 0.90815 valid_1's binary_logloss: 0.315556
[83] valid_0's auc: 0.930624 valid_0's binary_logloss: 0.284465 valid_1's auc: 0.908238 valid_1's binary_logloss: 0.315451
[84] valid_0's auc: 0.930826 valid_0's binary_logloss: 0.284076 valid_1's auc: 0.908101 valid_1's binary_logloss: 0.315717
[85] valid_0's auc: 0.93117 valid_0's binary_logloss: 0.283493 valid_1's auc: 0.908034 valid_1's binary_logloss: 0.315812
[86] valid_0's auc: 0.931416 valid_0's binary_logloss: 0.283041 valid_1's auc: 0.90797 valid_1's binary_logloss: 0.315913
[87] valid_0's auc: 0.931605 valid_0's binary_logloss: 0.282724 valid_1's auc: 0.907896 valid_1's binary_logloss: 0.316044
[88] valid_0's auc: 0.931715 valid_0's binary_logloss: 0.282556 valid_1's auc: 0.907856 valid_1's binary_logloss: 0.316113
[89] valid_0's auc: 0.931992 valid_0's binary_logloss: 0.282102 valid_1's auc: 0.907839 valid_1's binary_logloss: 0.31618
[90] valid_0's auc: 0.93223 valid_0's binary_logloss: 0.281669 valid_1's auc: 0.907764 valid_1's binary_logloss: 0.31632
[91] valid_0's auc: 0.932531 valid_0's binary_logloss: 0.281184 valid_1's auc: 0.907522 valid_1's binary_logloss: 0.316653
[92] valid_0's auc: 0.932673 valid_0's binary_logloss: 0.280819 valid_1's auc: 0.907415 valid_1's binary_logloss: 0.316863
[93] valid_0's auc: 0.932916 valid_0's binary_logloss: 0.280403 valid_1's auc: 0.907273 valid_1's binary_logloss: 0.317108
[94] valid_0's auc: 0.933116 valid_0's binary_logloss: 0.28003 valid_1's auc: 0.907251 valid_1's binary_logloss: 0.317135
[95] valid_0's auc: 0.933326 valid_0's binary_logloss: 0.279648 valid_1's auc: 0.907274 valid_1's binary_logloss: 0.317099
[96] valid_0's auc: 0.933386 valid_0's binary_logloss: 0.279528 valid_1's auc: 0.907252 valid_1's binary_logloss: 0.317148
[97] valid_0's auc: 0.933536 valid_0's binary_logloss: 0.279258 valid_1's auc: 0.907211 valid_1's binary_logloss: 0.317271
[98] valid_0's auc: 0.933803 valid_0's binary_logloss: 0.278734 valid_1's auc: 0.907188 valid_1's binary_logloss: 0.317344
[99] valid_0's auc: 0.934009 valid_0's binary_logloss: 0.278361 valid_1's auc: 0.907171 valid_1's binary_logloss: 0.317475
[100] valid_0's auc: 0.934166 valid_0's binary_logloss: 0.278061 valid_1's auc: 0.907056 valid_1's binary_logloss: 0.31771
[101] valid_0's auc: 0.934364 valid_0's binary_logloss: 0.277693 valid_1's auc: 0.906999 valid_1's binary_logloss: 0.317807
[102] valid_0's auc: 0.934539 valid_0's binary_logloss: 0.27737 valid_1's auc: 0.907043 valid_1's binary_logloss: 0.317724
[103] valid_0's auc: 0.934885 valid_0's binary_logloss: 0.276834 valid_1's auc: 0.907086 valid_1's binary_logloss: 0.317614
[104] valid_0's auc: 0.935079 valid_0's binary_logloss: 0.276475 valid_1's auc: 0.907063 valid_1's binary_logloss: 0.317724
[105] valid_0's auc: 0.935347 valid_0's binary_logloss: 0.276009 valid_1's auc: 0.907193 valid_1's binary_logloss: 0.317555
[106] valid_0's auc: 0.935599 valid_0's binary_logloss: 0.275522 valid_1's auc: 0.907162 valid_1's binary_logloss: 0.317615
[107] valid_0's auc: 0.935806 valid_0's binary_logloss: 0.275167 valid_1's auc: 0.907044 valid_1's binary_logloss: 0.317811
[108] valid_0's auc: 0.935959 valid_0's binary_logloss: 0.274905 valid_1's auc: 0.907016 valid_1's binary_logloss: 0.317888
[109] valid_0's auc: 0.936196 valid_0's binary_logloss: 0.274505 valid_1's auc: 0.906963 valid_1's binary_logloss: 0.317999
[110] valid_0's auc: 0.936392 valid_0's binary_logloss: 0.27414 valid_1's auc: 0.906969 valid_1's binary_logloss: 0.318048
[111] valid_0's auc: 0.93661 valid_0's binary_logloss: 0.273757 valid_1's auc: 0.90687 valid_1's binary_logloss: 0.318233
[112] valid_0's auc: 0.936781 valid_0's binary_logloss: 0.273429 valid_1's auc: 0.906912 valid_1's binary_logloss: 0.318199
[113] valid_0's auc: 0.936975 valid_0's binary_logloss: 0.273086 valid_1's auc: 0.907085 valid_1's binary_logloss: 0.317949
[114] valid_0's auc: 0.93716 valid_0's binary_logloss: 0.272753 valid_1's auc: 0.907101 valid_1's binary_logloss: 0.318002
[115] valid_0's auc: 0.937341 valid_0's binary_logloss: 0.27244 valid_1's auc: 0.90704 valid_1's binary_logloss: 0.318104
[116] valid_0's auc: 0.937502 valid_0's binary_logloss: 0.272148 valid_1's auc: 0.907083 valid_1's binary_logloss: 0.318063
[117] valid_0's auc: 0.9376 valid_0's binary_logloss: 0.271972 valid_1's auc: 0.906994 valid_1's binary_logloss: 0.318223
[118] valid_0's auc: 0.937714 valid_0's binary_logloss: 0.271783 valid_1's auc: 0.906942 valid_1's binary_logloss: 0.318312
[119] valid_0's auc: 0.937767 valid_0's binary_logloss: 0.271675 valid_1's auc: 0.906918 valid_1's binary_logloss: 0.31835
[120] valid_0's auc: 0.937901 valid_0's binary_logloss: 0.271427 valid_1's auc: 0.906913 valid_1's binary_logloss: 0.318384
[121] valid_0's auc: 0.938139 valid_0's binary_logloss: 0.271001 valid_1's auc: 0.90696 valid_1's binary_logloss: 0.318385
[122] valid_0's auc: 0.938291 valid_0's binary_logloss: 0.270745 valid_1's auc: 0.906932 valid_1's binary_logloss: 0.318413
[123] valid_0's auc: 0.938433 valid_0's binary_logloss: 0.270483 valid_1's auc: 0.906909 valid_1's binary_logloss: 0.318496
[124] valid_0's auc: 0.938565 valid_0's binary_logloss: 0.270222 valid_1's auc: 0.906875 valid_1's binary_logloss: 0.318566
[125] valid_0's auc: 0.938683 valid_0's binary_logloss: 0.269992 valid_1's auc: 0.9069 valid_1's binary_logloss: 0.318551
[126] valid_0's auc: 0.938887 valid_0's binary_logloss: 0.26965 valid_1's auc: 0.90685 valid_1's binary_logloss: 0.318645
[127] valid_0's auc: 0.938994 valid_0's binary_logloss: 0.269391 valid_1's auc: 0.906859 valid_1's binary_logloss: 0.318667
[128] valid_0's auc: 0.939173 valid_0's binary_logloss: 0.269074 valid_1's auc: 0.906713 valid_1's binary_logloss: 0.318908
[129] valid_0's auc: 0.939432 valid_0's binary_logloss: 0.268601 valid_1's auc: 0.906849 valid_1's binary_logloss: 0.318696
[130] valid_0's auc: 0.939638 valid_0's binary_logloss: 0.268221 valid_1's auc: 0.906795 valid_1's binary_logloss: 0.318817
[131] valid_0's auc: 0.939786 valid_0's binary_logloss: 0.267956 valid_1's auc: 0.90673 valid_1's binary_logloss: 0.318959
[132] valid_0's auc: 0.940027 valid_0's binary_logloss: 0.267552 valid_1's auc: 0.906614 valid_1's binary_logloss: 0.319133
[133] valid_0's auc: 0.940227 valid_0's binary_logloss: 0.267185 valid_1's auc: 0.906567 valid_1's binary_logloss: 0.319237
[134] valid_0's auc: 0.940329 valid_0's binary_logloss: 0.266997 valid_1's auc: 0.906575 valid_1's binary_logloss: 0.319333
[135] valid_0's auc: 0.940532 valid_0's binary_logloss: 0.266634 valid_1's auc: 0.906603 valid_1's binary_logloss: 0.319358
[136] valid_0's auc: 0.940696 valid_0's binary_logloss: 0.26632 valid_1's auc: 0.906522 valid_1's binary_logloss: 0.319537
[137] valid_0's auc: 0.940889 valid_0's binary_logloss: 0.265947 valid_1's auc: 0.906387 valid_1's binary_logloss: 0.319788
[138] valid_0's auc: 0.940963 valid_0's binary_logloss: 0.265791 valid_1's auc: 0.906399 valid_1's binary_logloss: 0.319791
[139] valid_0's auc: 0.941217 valid_0's binary_logloss: 0.265342 valid_1's auc: 0.906269 valid_1's binary_logloss: 0.319993
[140] valid_0's auc: 0.941362 valid_0's binary_logloss: 0.265059 valid_1's auc: 0.90624 valid_1's binary_logloss: 0.320087
[141] valid_0's auc: 0.941468 valid_0's binary_logloss: 0.26486 valid_1's auc: 0.906128 valid_1's binary_logloss: 0.320288
[142] valid_0's auc: 0.941614 valid_0's binary_logloss: 0.264566 valid_1's auc: 0.906025 valid_1's binary_logloss: 0.320515
[143] valid_0's auc: 0.941739 valid_0's binary_logloss: 0.264323 valid_1's auc: 0.905944 valid_1's binary_logloss: 0.320684
[144] valid_0's auc: 0.941944 valid_0's binary_logloss: 0.263955 valid_1's auc: 0.905822 valid_1's binary_logloss: 0.320915
[145] valid_0's auc: 0.942136 valid_0's binary_logloss: 0.263569 valid_1's auc: 0.905748 valid_1's binary_logloss: 0.321061
[146] valid_0's auc: 0.942312 valid_0's binary_logloss: 0.263196 valid_1's auc: 0.905691 valid_1's binary_logloss: 0.321189
[147] valid_0's auc: 0.942489 valid_0's binary_logloss: 0.262897 valid_1's auc: 0.905657 valid_1's binary_logloss: 0.321295
[148] valid_0's auc: 0.94266 valid_0's binary_logloss: 0.262569 valid_1's auc: 0.905523 valid_1's binary_logloss: 0.321516
[149] valid_0's auc: 0.942884 valid_0's binary_logloss: 0.262177 valid_1's auc: 0.905403 valid_1's binary_logloss: 0.321759
[150] valid_0's auc: 0.94307 valid_0's binary_logloss: 0.261803 valid_1's auc: 0.905336 valid_1's binary_logloss: 0.321881
[151] valid_0's auc: 0.943142 valid_0's binary_logloss: 0.261649 valid_1's auc: 0.905196 valid_1's binary_logloss: 0.322075
[152] valid_0's auc: 0.943333 valid_0's binary_logloss: 0.26132 valid_1's auc: 0.905221 valid_1's binary_logloss: 0.322054
[153] valid_0's auc: 0.943484 valid_0's binary_logloss: 0.261045 valid_1's auc: 0.905133 valid_1's binary_logloss: 0.322201
[154] valid_0's auc: 0.943625 valid_0's binary_logloss: 0.260773 valid_1's auc: 0.905127 valid_1's binary_logloss: 0.322292
[155] valid_0's auc: 0.943803 valid_0's binary_logloss: 0.260451 valid_1's auc: 0.905017 valid_1's binary_logloss: 0.322437
[156] valid_0's auc: 0.943973 valid_0's binary_logloss: 0.260147 valid_1's auc: 0.904931 valid_1's binary_logloss: 0.322598
Early stopping, best iteration is:
[56] valid_0's auc: 0.923999 valid_0's binary_logloss: 0.296552 valid_1's auc: 0.909175 valid_1's binary_logloss: 0.314269
[1] valid_0's auc: 0.887968 valid_0's binary_logloss: 0.516768 valid_1's auc: 0.895544 valid_1's binary_logloss: 0.50753
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891765 valid_0's binary_logloss: 0.487735 valid_1's auc: 0.899568 valid_1's binary_logloss: 0.477309
[3] valid_0's auc: 0.892862 valid_0's binary_logloss: 0.46446 valid_1's auc: 0.901473 valid_1's binary_logloss: 0.453476
[4] valid_0's auc: 0.894319 valid_0's binary_logloss: 0.445017 valid_1's auc: 0.900978 valid_1's binary_logloss: 0.434504
[5] valid_0's auc: 0.894429 valid_0's binary_logloss: 0.429143 valid_1's auc: 0.901054 valid_1's binary_logloss: 0.418425
[6] valid_0's auc: 0.895715 valid_0's binary_logloss: 0.415531 valid_1's auc: 0.902036 valid_1's binary_logloss: 0.404972
[7] valid_0's auc: 0.899511 valid_0's binary_logloss: 0.403934 valid_1's auc: 0.90367 valid_1's binary_logloss: 0.393802
[8] valid_0's auc: 0.900147 valid_0's binary_logloss: 0.39396 valid_1's auc: 0.903745 valid_1's binary_logloss: 0.384144
[9] valid_0's auc: 0.901231 valid_0's binary_logloss: 0.385144 valid_1's auc: 0.904038 valid_1's binary_logloss: 0.375981
[10] valid_0's auc: 0.901867 valid_0's binary_logloss: 0.377458 valid_1's auc: 0.904795 valid_1's binary_logloss: 0.368387
[11] valid_0's auc: 0.902896 valid_0's binary_logloss: 0.370583 valid_1's auc: 0.905303 valid_1's binary_logloss: 0.361999
[12] valid_0's auc: 0.903488 valid_0's binary_logloss: 0.36458 valid_1's auc: 0.905294 valid_1's binary_logloss: 0.356463
[13] valid_0's auc: 0.904282 valid_0's binary_logloss: 0.359323 valid_1's auc: 0.90556 valid_1's binary_logloss: 0.351759
[14] valid_0's auc: 0.905024 valid_0's binary_logloss: 0.354518 valid_1's auc: 0.905903 valid_1's binary_logloss: 0.347369
[15] valid_0's auc: 0.905556 valid_0's binary_logloss: 0.350322 valid_1's auc: 0.905957 valid_1's binary_logloss: 0.343715
[16] valid_0's auc: 0.906568 valid_0's binary_logloss: 0.346519 valid_1's auc: 0.906095 valid_1's binary_logloss: 0.340861
[17] valid_0's auc: 0.907157 valid_0's binary_logloss: 0.343169 valid_1's auc: 0.906578 valid_1's binary_logloss: 0.337949
[18] valid_0's auc: 0.907969 valid_0's binary_logloss: 0.339887 valid_1's auc: 0.906723 valid_1's binary_logloss: 0.335404
[19] valid_0's auc: 0.908662 valid_0's binary_logloss: 0.336987 valid_1's auc: 0.907216 valid_1's binary_logloss: 0.33297
[20] valid_0's auc: 0.909672 valid_0's binary_logloss: 0.334088 valid_1's auc: 0.907613 valid_1's binary_logloss: 0.330837
[21] valid_0's auc: 0.910329 valid_0's binary_logloss: 0.331571 valid_1's auc: 0.907727 valid_1's binary_logloss: 0.329005
[22] valid_0's auc: 0.910853 valid_0's binary_logloss: 0.329318 valid_1's auc: 0.908381 valid_1's binary_logloss: 0.326895
[23] valid_0's auc: 0.911516 valid_0's binary_logloss: 0.327129 valid_1's auc: 0.908399 valid_1's binary_logloss: 0.325605
[24] valid_0's auc: 0.912071 valid_0's binary_logloss: 0.325197 valid_1's auc: 0.908429 valid_1's binary_logloss: 0.324533
[25] valid_0's auc: 0.912565 valid_0's binary_logloss: 0.32346 valid_1's auc: 0.908595 valid_1's binary_logloss: 0.323367
[26] valid_0's auc: 0.913085 valid_0's binary_logloss: 0.321718 valid_1's auc: 0.908727 valid_1's binary_logloss: 0.32235
[27] valid_0's auc: 0.913463 valid_0's binary_logloss: 0.320353 valid_1's auc: 0.908852 valid_1's binary_logloss: 0.321517
[28] valid_0's auc: 0.914088 valid_0's binary_logloss: 0.318707 valid_1's auc: 0.909042 valid_1's binary_logloss: 0.320658
[29] valid_0's auc: 0.914559 valid_0's binary_logloss: 0.317334 valid_1's auc: 0.909145 valid_1's binary_logloss: 0.319981
[30] valid_0's auc: 0.915013 valid_0's binary_logloss: 0.316039 valid_1's auc: 0.909088 valid_1's binary_logloss: 0.319471
[31] valid_0's auc: 0.91547 valid_0's binary_logloss: 0.314866 valid_1's auc: 0.909123 valid_1's binary_logloss: 0.318967
[32] valid_0's auc: 0.915905 valid_0's binary_logloss: 0.313722 valid_1's auc: 0.909153 valid_1's binary_logloss: 0.318498
[33] valid_0's auc: 0.916402 valid_0's binary_logloss: 0.312547 valid_1's auc: 0.909364 valid_1's binary_logloss: 0.317857
[34] valid_0's auc: 0.916782 valid_0's binary_logloss: 0.31151 valid_1's auc: 0.909342 valid_1's binary_logloss: 0.317474
[35] valid_0's auc: 0.917186 valid_0's binary_logloss: 0.310488 valid_1's auc: 0.909467 valid_1's binary_logloss: 0.317096
[36] valid_0's auc: 0.917615 valid_0's binary_logloss: 0.309427 valid_1's auc: 0.909486 valid_1's binary_logloss: 0.316717
[37] valid_0's auc: 0.917959 valid_0's binary_logloss: 0.308601 valid_1's auc: 0.909527 valid_1's binary_logloss: 0.31637
[38] valid_0's auc: 0.91833 valid_0's binary_logloss: 0.307708 valid_1's auc: 0.909553 valid_1's binary_logloss: 0.316097
[39] valid_0's auc: 0.918721 valid_0's binary_logloss: 0.306879 valid_1's auc: 0.909549 valid_1's binary_logloss: 0.315931
[40] valid_0's auc: 0.919214 valid_0's binary_logloss: 0.305938 valid_1's auc: 0.909569 valid_1's binary_logloss: 0.315667
[41] valid_0's auc: 0.919596 valid_0's binary_logloss: 0.305087 valid_1's auc: 0.909558 valid_1's binary_logloss: 0.315512
[42] valid_0's auc: 0.919962 valid_0's binary_logloss: 0.304323 valid_1's auc: 0.909634 valid_1's binary_logloss: 0.315282
[43] valid_0's auc: 0.920261 valid_0's binary_logloss: 0.303672 valid_1's auc: 0.909642 valid_1's binary_logloss: 0.315116
[44] valid_0's auc: 0.920662 valid_0's binary_logloss: 0.302854 valid_1's auc: 0.909586 valid_1's binary_logloss: 0.315123
[45] valid_0's auc: 0.921081 valid_0's binary_logloss: 0.301985 valid_1's auc: 0.909671 valid_1's binary_logloss: 0.314883
[46] valid_0's auc: 0.92143 valid_0's binary_logloss: 0.301287 valid_1's auc: 0.909588 valid_1's binary_logloss: 0.314969
[47] valid_0's auc: 0.92185 valid_0's binary_logloss: 0.300487 valid_1's auc: 0.909568 valid_1's binary_logloss: 0.314862
[48] valid_0's auc: 0.922167 valid_0's binary_logloss: 0.299817 valid_1's auc: 0.909503 valid_1's binary_logloss: 0.314899
[49] valid_0's auc: 0.922499 valid_0's binary_logloss: 0.299188 valid_1's auc: 0.909412 valid_1's binary_logloss: 0.314948
[50] valid_0's auc: 0.922769 valid_0's binary_logloss: 0.298591 valid_1's auc: 0.90942 valid_1's binary_logloss: 0.31487
[51] valid_0's auc: 0.923028 valid_0's binary_logloss: 0.298016 valid_1's auc: 0.909417 valid_1's binary_logloss: 0.314789
[52] valid_0's auc: 0.92325 valid_0's binary_logloss: 0.297525 valid_1's auc: 0.909366 valid_1's binary_logloss: 0.314792
[53] valid_0's auc: 0.923583 valid_0's binary_logloss: 0.296929 valid_1's auc: 0.909322 valid_1's binary_logloss: 0.314853
[54] valid_0's auc: 0.923883 valid_0's binary_logloss: 0.29637 valid_1's auc: 0.90937 valid_1's binary_logloss: 0.314759
[55] valid_0's auc: 0.924151 valid_0's binary_logloss: 0.295834 valid_1's auc: 0.909512 valid_1's binary_logloss: 0.314504
[56] valid_0's auc: 0.924447 valid_0's binary_logloss: 0.295236 valid_1's auc: 0.909387 valid_1's binary_logloss: 0.314599
[57] valid_0's auc: 0.92469 valid_0's binary_logloss: 0.294835 valid_1's auc: 0.909312 valid_1's binary_logloss: 0.314692
[58] valid_0's auc: 0.924978 valid_0's binary_logloss: 0.294298 valid_1's auc: 0.909376 valid_1's binary_logloss: 0.314614
[59] valid_0's auc: 0.92525 valid_0's binary_logloss: 0.293785 valid_1's auc: 0.909413 valid_1's binary_logloss: 0.314573
[60] valid_0's auc: 0.925491 valid_0's binary_logloss: 0.293351 valid_1's auc: 0.909277 valid_1's binary_logloss: 0.314769
[61] valid_0's auc: 0.925811 valid_0's binary_logloss: 0.292779 valid_1's auc: 0.909305 valid_1's binary_logloss: 0.31473
[62] valid_0's auc: 0.926232 valid_0's binary_logloss: 0.292119 valid_1's auc: 0.909224 valid_1's binary_logloss: 0.314874
[63] valid_0's auc: 0.926507 valid_0's binary_logloss: 0.291604 valid_1's auc: 0.909282 valid_1's binary_logloss: 0.314801
[64] valid_0's auc: 0.926781 valid_0's binary_logloss: 0.29112 valid_1's auc: 0.90922 valid_1's binary_logloss: 0.31489
[65] valid_0's auc: 0.927027 valid_0's binary_logloss: 0.290641 valid_1's auc: 0.909225 valid_1's binary_logloss: 0.314843
[66] valid_0's auc: 0.927268 valid_0's binary_logloss: 0.290255 valid_1's auc: 0.909174 valid_1's binary_logloss: 0.314955
[67] valid_0's auc: 0.927615 valid_0's binary_logloss: 0.289645 valid_1's auc: 0.909177 valid_1's binary_logloss: 0.314967
[68] valid_0's auc: 0.927841 valid_0's binary_logloss: 0.289156 valid_1's auc: 0.909193 valid_1's binary_logloss: 0.314937
[69] valid_0's auc: 0.928156 valid_0's binary_logloss: 0.288614 valid_1's auc: 0.909016 valid_1's binary_logloss: 0.315212
[70] valid_0's auc: 0.928588 valid_0's binary_logloss: 0.287949 valid_1's auc: 0.90916 valid_1's binary_logloss: 0.314991
[71] valid_0's auc: 0.928892 valid_0's binary_logloss: 0.287442 valid_1's auc: 0.909099 valid_1's binary_logloss: 0.315088
[72] valid_0's auc: 0.929023 valid_0's binary_logloss: 0.287193 valid_1's auc: 0.909078 valid_1's binary_logloss: 0.315107
[73] valid_0's auc: 0.929329 valid_0's binary_logloss: 0.286701 valid_1's auc: 0.909084 valid_1's binary_logloss: 0.315099
[74] valid_0's auc: 0.929556 valid_0's binary_logloss: 0.286232 valid_1's auc: 0.909048 valid_1's binary_logloss: 0.3152
[75] valid_0's auc: 0.929861 valid_0's binary_logloss: 0.285673 valid_1's auc: 0.908986 valid_1's binary_logloss: 0.31532
[76] valid_0's auc: 0.930189 valid_0's binary_logloss: 0.285142 valid_1's auc: 0.908857 valid_1's binary_logloss: 0.315571
[77] valid_0's auc: 0.930399 valid_0's binary_logloss: 0.284728 valid_1's auc: 0.908845 valid_1's binary_logloss: 0.315576
[78] valid_0's auc: 0.930645 valid_0's binary_logloss: 0.284312 valid_1's auc: 0.908951 valid_1's binary_logloss: 0.315348
[79] valid_0's auc: 0.930901 valid_0's binary_logloss: 0.283869 valid_1's auc: 0.908812 valid_1's binary_logloss: 0.315599
[80] valid_0's auc: 0.931126 valid_0's binary_logloss: 0.283444 valid_1's auc: 0.908857 valid_1's binary_logloss: 0.315577
[81] valid_0's auc: 0.931394 valid_0's binary_logloss: 0.283008 valid_1's auc: 0.908876 valid_1's binary_logloss: 0.315525
[82] valid_0's auc: 0.931579 valid_0's binary_logloss: 0.282706 valid_1's auc: 0.908879 valid_1's binary_logloss: 0.315528
[83] valid_0's auc: 0.931844 valid_0's binary_logloss: 0.282301 valid_1's auc: 0.908808 valid_1's binary_logloss: 0.315657
[84] valid_0's auc: 0.932088 valid_0's binary_logloss: 0.281844 valid_1's auc: 0.908769 valid_1's binary_logloss: 0.315693
[85] valid_0's auc: 0.932298 valid_0's binary_logloss: 0.281441 valid_1's auc: 0.908795 valid_1's binary_logloss: 0.315703
[86] valid_0's auc: 0.93247 valid_0's binary_logloss: 0.281108 valid_1's auc: 0.908714 valid_1's binary_logloss: 0.315849
[87] valid_0's auc: 0.932719 valid_0's binary_logloss: 0.28065 valid_1's auc: 0.908704 valid_1's binary_logloss: 0.315878
[88] valid_0's auc: 0.932935 valid_0's binary_logloss: 0.280274 valid_1's auc: 0.908701 valid_1's binary_logloss: 0.315917
[89] valid_0's auc: 0.933082 valid_0's binary_logloss: 0.279995 valid_1's auc: 0.908618 valid_1's binary_logloss: 0.316062
[90] valid_0's auc: 0.933344 valid_0's binary_logloss: 0.279565 valid_1's auc: 0.908424 valid_1's binary_logloss: 0.316377
[91] valid_0's auc: 0.933567 valid_0's binary_logloss: 0.279171 valid_1's auc: 0.908394 valid_1's binary_logloss: 0.316424
[92] valid_0's auc: 0.933817 valid_0's binary_logloss: 0.27875 valid_1's auc: 0.908285 valid_1's binary_logloss: 0.316582
[93] valid_0's auc: 0.934051 valid_0's binary_logloss: 0.278319 valid_1's auc: 0.908201 valid_1's binary_logloss: 0.316733
[94] valid_0's auc: 0.934234 valid_0's binary_logloss: 0.278004 valid_1's auc: 0.908245 valid_1's binary_logloss: 0.316673
[95] valid_0's auc: 0.9344 valid_0's binary_logloss: 0.277691 valid_1's auc: 0.908146 valid_1's binary_logloss: 0.31691
[96] valid_0's auc: 0.934601 valid_0's binary_logloss: 0.277328 valid_1's auc: 0.908034 valid_1's binary_logloss: 0.317106
[97] valid_0's auc: 0.934782 valid_0's binary_logloss: 0.276996 valid_1's auc: 0.907954 valid_1's binary_logloss: 0.317305
[98] valid_0's auc: 0.934929 valid_0's binary_logloss: 0.276705 valid_1's auc: 0.907881 valid_1's binary_logloss: 0.31743
[99] valid_0's auc: 0.935076 valid_0's binary_logloss: 0.276401 valid_1's auc: 0.907856 valid_1's binary_logloss: 0.31754
[100] valid_0's auc: 0.935297 valid_0's binary_logloss: 0.276022 valid_1's auc: 0.907719 valid_1's binary_logloss: 0.317787
[101] valid_0's auc: 0.935483 valid_0's binary_logloss: 0.275687 valid_1's auc: 0.90776 valid_1's binary_logloss: 0.317757
[102] valid_0's auc: 0.935739 valid_0's binary_logloss: 0.27526 valid_1's auc: 0.907729 valid_1's binary_logloss: 0.317832
[103] valid_0's auc: 0.935939 valid_0's binary_logloss: 0.274892 valid_1's auc: 0.907578 valid_1's binary_logloss: 0.318103
[104] valid_0's auc: 0.936021 valid_0's binary_logloss: 0.274727 valid_1's auc: 0.907529 valid_1's binary_logloss: 0.31818
[105] valid_0's auc: 0.93623 valid_0's binary_logloss: 0.274383 valid_1's auc: 0.907552 valid_1's binary_logloss: 0.318173
[106] valid_0's auc: 0.936313 valid_0's binary_logloss: 0.274222 valid_1's auc: 0.907494 valid_1's binary_logloss: 0.318255
[107] valid_0's auc: 0.936538 valid_0's binary_logloss: 0.273849 valid_1's auc: 0.907395 valid_1's binary_logloss: 0.318435
[108] valid_0's auc: 0.936728 valid_0's binary_logloss: 0.273515 valid_1's auc: 0.907327 valid_1's binary_logloss: 0.31856
[109] valid_0's auc: 0.936842 valid_0's binary_logloss: 0.273321 valid_1's auc: 0.907341 valid_1's binary_logloss: 0.318588
[110] valid_0's auc: 0.937006 valid_0's binary_logloss: 0.27302 valid_1's auc: 0.907319 valid_1's binary_logloss: 0.318684
[111] valid_0's auc: 0.93726 valid_0's binary_logloss: 0.272599 valid_1's auc: 0.907362 valid_1's binary_logloss: 0.318587
[112] valid_0's auc: 0.937335 valid_0's binary_logloss: 0.272447 valid_1's auc: 0.907394 valid_1's binary_logloss: 0.318566
[113] valid_0's auc: 0.937435 valid_0's binary_logloss: 0.272272 valid_1's auc: 0.90733 valid_1's binary_logloss: 0.318674
[114] valid_0's auc: 0.937647 valid_0's binary_logloss: 0.271865 valid_1's auc: 0.907259 valid_1's binary_logloss: 0.318784
[115] valid_0's auc: 0.937904 valid_0's binary_logloss: 0.271417 valid_1's auc: 0.907286 valid_1's binary_logloss: 0.318768
[116] valid_0's auc: 0.938114 valid_0's binary_logloss: 0.271029 valid_1's auc: 0.907215 valid_1's binary_logloss: 0.318884
[117] valid_0's auc: 0.93827 valid_0's binary_logloss: 0.27072 valid_1's auc: 0.907189 valid_1's binary_logloss: 0.319005
[118] valid_0's auc: 0.938429 valid_0's binary_logloss: 0.270421 valid_1's auc: 0.907194 valid_1's binary_logloss: 0.31903
[119] valid_0's auc: 0.938578 valid_0's binary_logloss: 0.27014 valid_1's auc: 0.907105 valid_1's binary_logloss: 0.319181
[120] valid_0's auc: 0.938728 valid_0's binary_logloss: 0.269851 valid_1's auc: 0.907129 valid_1's binary_logloss: 0.319193
[121] valid_0's auc: 0.938883 valid_0's binary_logloss: 0.269553 valid_1's auc: 0.907018 valid_1's binary_logloss: 0.319384
[122] valid_0's auc: 0.939092 valid_0's binary_logloss: 0.269189 valid_1's auc: 0.906872 valid_1's binary_logloss: 0.31964
[123] valid_0's auc: 0.939239 valid_0's binary_logloss: 0.26892 valid_1's auc: 0.906922 valid_1's binary_logloss: 0.319588
[124] valid_0's auc: 0.939435 valid_0's binary_logloss: 0.268585 valid_1's auc: 0.906793 valid_1's binary_logloss: 0.319846
[125] valid_0's auc: 0.939643 valid_0's binary_logloss: 0.268179 valid_1's auc: 0.906724 valid_1's binary_logloss: 0.319991
[126] valid_0's auc: 0.939878 valid_0's binary_logloss: 0.267727 valid_1's auc: 0.906626 valid_1's binary_logloss: 0.32017
[127] valid_0's auc: 0.940041 valid_0's binary_logloss: 0.267408 valid_1's auc: 0.906565 valid_1's binary_logloss: 0.320258
[128] valid_0's auc: 0.940213 valid_0's binary_logloss: 0.267094 valid_1's auc: 0.906408 valid_1's binary_logloss: 0.320551
[129] valid_0's auc: 0.940472 valid_0's binary_logloss: 0.266673 valid_1's auc: 0.906303 valid_1's binary_logloss: 0.320736
[130] valid_0's auc: 0.940599 valid_0's binary_logloss: 0.266403 valid_1's auc: 0.906308 valid_1's binary_logloss: 0.320749
[131] valid_0's auc: 0.9408 valid_0's binary_logloss: 0.266038 valid_1's auc: 0.90625 valid_1's binary_logloss: 0.320875
[132] valid_0's auc: 0.941025 valid_0's binary_logloss: 0.265635 valid_1's auc: 0.906104 valid_1's binary_logloss: 0.321131
[133] valid_0's auc: 0.941163 valid_0's binary_logloss: 0.265371 valid_1's auc: 0.906053 valid_1's binary_logloss: 0.321214
[134] valid_0's auc: 0.941274 valid_0's binary_logloss: 0.265178 valid_1's auc: 0.906033 valid_1's binary_logloss: 0.321227
[135] valid_0's auc: 0.94145 valid_0's binary_logloss: 0.264854 valid_1's auc: 0.905954 valid_1's binary_logloss: 0.321423
[136] valid_0's auc: 0.941626 valid_0's binary_logloss: 0.264555 valid_1's auc: 0.905913 valid_1's binary_logloss: 0.321526
[137] valid_0's auc: 0.941764 valid_0's binary_logloss: 0.264298 valid_1's auc: 0.905876 valid_1's binary_logloss: 0.321587
[138] valid_0's auc: 0.941998 valid_0's binary_logloss: 0.263905 valid_1's auc: 0.905741 valid_1's binary_logloss: 0.321798
[139] valid_0's auc: 0.942137 valid_0's binary_logloss: 0.263585 valid_1's auc: 0.905773 valid_1's binary_logloss: 0.321806
[140] valid_0's auc: 0.942314 valid_0's binary_logloss: 0.263261 valid_1's auc: 0.905664 valid_1's binary_logloss: 0.322003
[141] valid_0's auc: 0.942483 valid_0's binary_logloss: 0.262973 valid_1's auc: 0.905598 valid_1's binary_logloss: 0.322157
[142] valid_0's auc: 0.942616 valid_0's binary_logloss: 0.262687 valid_1's auc: 0.905692 valid_1's binary_logloss: 0.32203
[143] valid_0's auc: 0.942767 valid_0's binary_logloss: 0.2624 valid_1's auc: 0.905667 valid_1's binary_logloss: 0.322112
[144] valid_0's auc: 0.942937 valid_0's binary_logloss: 0.262058 valid_1's auc: 0.90561 valid_1's binary_logloss: 0.322264
[145] valid_0's auc: 0.943116 valid_0's binary_logloss: 0.261722 valid_1's auc: 0.9056 valid_1's binary_logloss: 0.322285
Early stopping, best iteration is:
[45] valid_0's auc: 0.921081 valid_0's binary_logloss: 0.301985 valid_1's auc: 0.909671 valid_1's binary_logloss: 0.314883
[1] valid_0's auc: 0.886951 valid_0's binary_logloss: 0.517075 valid_1's auc: 0.893067 valid_1's binary_logloss: 0.508488
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.88938 valid_0's binary_logloss: 0.488106 valid_1's auc: 0.896263 valid_1's binary_logloss: 0.478809
[3] valid_0's auc: 0.891182 valid_0's binary_logloss: 0.464886 valid_1's auc: 0.896152 valid_1's binary_logloss: 0.455599
[4] valid_0's auc: 0.895894 valid_0's binary_logloss: 0.44539 valid_1's auc: 0.900075 valid_1's binary_logloss: 0.43602
[5] valid_0's auc: 0.896739 valid_0's binary_logloss: 0.42935 valid_1's auc: 0.901125 valid_1's binary_logloss: 0.419645
[6] valid_0's auc: 0.897966 valid_0's binary_logloss: 0.415626 valid_1's auc: 0.901221 valid_1's binary_logloss: 0.406434
[7] valid_0's auc: 0.899512 valid_0's binary_logloss: 0.403958 valid_1's auc: 0.90233 valid_1's binary_logloss: 0.394936
[8] valid_0's auc: 0.900274 valid_0's binary_logloss: 0.393933 valid_1's auc: 0.902651 valid_1's binary_logloss: 0.385157
[9] valid_0's auc: 0.900676 valid_0's binary_logloss: 0.385299 valid_1's auc: 0.902871 valid_1's binary_logloss: 0.376891
[10] valid_0's auc: 0.901657 valid_0's binary_logloss: 0.377584 valid_1's auc: 0.903325 valid_1's binary_logloss: 0.369694
[11] valid_0's auc: 0.902313 valid_0's binary_logloss: 0.370878 valid_1's auc: 0.903737 valid_1's binary_logloss: 0.363398
[12] valid_0's auc: 0.903472 valid_0's binary_logloss: 0.364884 valid_1's auc: 0.90419 valid_1's binary_logloss: 0.35792
[13] valid_0's auc: 0.904409 valid_0's binary_logloss: 0.359658 valid_1's auc: 0.904295 valid_1's binary_logloss: 0.353429
[14] valid_0's auc: 0.905147 valid_0's binary_logloss: 0.35487 valid_1's auc: 0.904454 valid_1's binary_logloss: 0.349213
[15] valid_0's auc: 0.906051 valid_0's binary_logloss: 0.350515 valid_1's auc: 0.904685 valid_1's binary_logloss: 0.345556
[16] valid_0's auc: 0.906807 valid_0's binary_logloss: 0.346706 valid_1's auc: 0.905496 valid_1's binary_logloss: 0.342213
[17] valid_0's auc: 0.907328 valid_0's binary_logloss: 0.343289 valid_1's auc: 0.905865 valid_1's binary_logloss: 0.339192
[18] valid_0's auc: 0.908084 valid_0's binary_logloss: 0.340079 valid_1's auc: 0.906207 valid_1's binary_logloss: 0.336494
[19] valid_0's auc: 0.908583 valid_0's binary_logloss: 0.337307 valid_1's auc: 0.906521 valid_1's binary_logloss: 0.334217
[20] valid_0's auc: 0.909297 valid_0's binary_logloss: 0.334607 valid_1's auc: 0.906821 valid_1's binary_logloss: 0.332118
[21] valid_0's auc: 0.909973 valid_0's binary_logloss: 0.332045 valid_1's auc: 0.907423 valid_1's binary_logloss: 0.329869
[22] valid_0's auc: 0.910689 valid_0's binary_logloss: 0.329736 valid_1's auc: 0.907445 valid_1's binary_logloss: 0.328419
[23] valid_0's auc: 0.91125 valid_0's binary_logloss: 0.32772 valid_1's auc: 0.907486 valid_1's binary_logloss: 0.327031
[24] valid_0's auc: 0.911734 valid_0's binary_logloss: 0.325914 valid_1's auc: 0.907401 valid_1's binary_logloss: 0.326007
[25] valid_0's auc: 0.912237 valid_0's binary_logloss: 0.324151 valid_1's auc: 0.907528 valid_1's binary_logloss: 0.32492
[26] valid_0's auc: 0.912855 valid_0's binary_logloss: 0.322348 valid_1's auc: 0.907706 valid_1's binary_logloss: 0.323853
[27] valid_0's auc: 0.913351 valid_0's binary_logloss: 0.320751 valid_1's auc: 0.907926 valid_1's binary_logloss: 0.322916
[28] valid_0's auc: 0.913918 valid_0's binary_logloss: 0.319267 valid_1's auc: 0.908082 valid_1's binary_logloss: 0.322092
[29] valid_0's auc: 0.914317 valid_0's binary_logloss: 0.317929 valid_1's auc: 0.907999 valid_1's binary_logloss: 0.321585
[30] valid_0's auc: 0.914775 valid_0's binary_logloss: 0.316624 valid_1's auc: 0.907986 valid_1's binary_logloss: 0.321139
[31] valid_0's auc: 0.915234 valid_0's binary_logloss: 0.315369 valid_1's auc: 0.907906 valid_1's binary_logloss: 0.320746
[32] valid_0's auc: 0.915573 valid_0's binary_logloss: 0.314259 valid_1's auc: 0.907857 valid_1's binary_logloss: 0.320417
[33] valid_0's auc: 0.916083 valid_0's binary_logloss: 0.31316 valid_1's auc: 0.907765 valid_1's binary_logloss: 0.320248
[34] valid_0's auc: 0.91653 valid_0's binary_logloss: 0.312094 valid_1's auc: 0.907848 valid_1's binary_logloss: 0.319838
[35] valid_0's auc: 0.916919 valid_0's binary_logloss: 0.311069 valid_1's auc: 0.907794 valid_1's binary_logloss: 0.319583
[36] valid_0's auc: 0.917504 valid_0's binary_logloss: 0.30988 valid_1's auc: 0.907767 valid_1's binary_logloss: 0.319455
[37] valid_0's auc: 0.917825 valid_0's binary_logloss: 0.309029 valid_1's auc: 0.907587 valid_1's binary_logloss: 0.319415
[38] valid_0's auc: 0.91823 valid_0's binary_logloss: 0.308097 valid_1's auc: 0.907774 valid_1's binary_logloss: 0.318928
[39] valid_0's auc: 0.918545 valid_0's binary_logloss: 0.307294 valid_1's auc: 0.907692 valid_1's binary_logloss: 0.318778
[40] valid_0's auc: 0.918951 valid_0's binary_logloss: 0.306507 valid_1's auc: 0.907562 valid_1's binary_logloss: 0.318828
[41] valid_0's auc: 0.91937 valid_0's binary_logloss: 0.305627 valid_1's auc: 0.907605 valid_1's binary_logloss: 0.318644
[42] valid_0's auc: 0.91976 valid_0's binary_logloss: 0.304849 valid_1's auc: 0.907597 valid_1's binary_logloss: 0.318495
[43] valid_0's auc: 0.920154 valid_0's binary_logloss: 0.304024 valid_1's auc: 0.907591 valid_1's binary_logloss: 0.318365
[44] valid_0's auc: 0.920458 valid_0's binary_logloss: 0.303364 valid_1's auc: 0.90767 valid_1's binary_logloss: 0.318163
[45] valid_0's auc: 0.920846 valid_0's binary_logloss: 0.30255 valid_1's auc: 0.907536 valid_1's binary_logloss: 0.318234
[46] valid_0's auc: 0.921388 valid_0's binary_logloss: 0.301605 valid_1's auc: 0.907494 valid_1's binary_logloss: 0.318168
[47] valid_0's auc: 0.921741 valid_0's binary_logloss: 0.300956 valid_1's auc: 0.907537 valid_1's binary_logloss: 0.318087
[48] valid_0's auc: 0.922021 valid_0's binary_logloss: 0.300339 valid_1's auc: 0.907561 valid_1's binary_logloss: 0.31805
[49] valid_0's auc: 0.922277 valid_0's binary_logloss: 0.299855 valid_1's auc: 0.907544 valid_1's binary_logloss: 0.318021
[50] valid_0's auc: 0.922684 valid_0's binary_logloss: 0.299075 valid_1's auc: 0.907556 valid_1's binary_logloss: 0.317961
[51] valid_0's auc: 0.923005 valid_0's binary_logloss: 0.298476 valid_1's auc: 0.907465 valid_1's binary_logloss: 0.318069
[52] valid_0's auc: 0.923311 valid_0's binary_logloss: 0.297877 valid_1's auc: 0.907394 valid_1's binary_logloss: 0.318093
[53] valid_0's auc: 0.923717 valid_0's binary_logloss: 0.297146 valid_1's auc: 0.907276 valid_1's binary_logloss: 0.318175
[54] valid_0's auc: 0.924003 valid_0's binary_logloss: 0.296561 valid_1's auc: 0.907393 valid_1's binary_logloss: 0.317938
[55] valid_0's auc: 0.924273 valid_0's binary_logloss: 0.296048 valid_1's auc: 0.907483 valid_1's binary_logloss: 0.317744
[56] valid_0's auc: 0.924676 valid_0's binary_logloss: 0.295318 valid_1's auc: 0.907332 valid_1's binary_logloss: 0.317946
[57] valid_0's auc: 0.925001 valid_0's binary_logloss: 0.294707 valid_1's auc: 0.907312 valid_1's binary_logloss: 0.31797
[58] valid_0's auc: 0.925375 valid_0's binary_logloss: 0.29402 valid_1's auc: 0.907369 valid_1's binary_logloss: 0.317819
[59] valid_0's auc: 0.9255 valid_0's binary_logloss: 0.293748 valid_1's auc: 0.907358 valid_1's binary_logloss: 0.317821
[60] valid_0's auc: 0.925749 valid_0's binary_logloss: 0.293257 valid_1's auc: 0.907292 valid_1's binary_logloss: 0.317946
[61] valid_0's auc: 0.926047 valid_0's binary_logloss: 0.292679 valid_1's auc: 0.907239 valid_1's binary_logloss: 0.318037
[62] valid_0's auc: 0.926356 valid_0's binary_logloss: 0.292127 valid_1's auc: 0.907077 valid_1's binary_logloss: 0.318312
[63] valid_0's auc: 0.92673 valid_0's binary_logloss: 0.291498 valid_1's auc: 0.907058 valid_1's binary_logloss: 0.318411
[64] valid_0's auc: 0.927044 valid_0's binary_logloss: 0.290942 valid_1's auc: 0.907104 valid_1's binary_logloss: 0.318327
[65] valid_0's auc: 0.927314 valid_0's binary_logloss: 0.29045 valid_1's auc: 0.907089 valid_1's binary_logloss: 0.318339
[66] valid_0's auc: 0.927579 valid_0's binary_logloss: 0.289948 valid_1's auc: 0.907182 valid_1's binary_logloss: 0.318207
[67] valid_0's auc: 0.927724 valid_0's binary_logloss: 0.289678 valid_1's auc: 0.90717 valid_1's binary_logloss: 0.318213
[68] valid_0's auc: 0.927985 valid_0's binary_logloss: 0.289184 valid_1's auc: 0.90715 valid_1's binary_logloss: 0.318251
[69] valid_0's auc: 0.928262 valid_0's binary_logloss: 0.288694 valid_1's auc: 0.907036 valid_1's binary_logloss: 0.318459
[70] valid_0's auc: 0.928557 valid_0's binary_logloss: 0.288165 valid_1's auc: 0.906969 valid_1's binary_logloss: 0.318587
[71] valid_0's auc: 0.92888 valid_0's binary_logloss: 0.287556 valid_1's auc: 0.906954 valid_1's binary_logloss: 0.318587
[72] valid_0's auc: 0.929098 valid_0's binary_logloss: 0.287164 valid_1's auc: 0.90674 valid_1's binary_logloss: 0.318951
[73] valid_0's auc: 0.929326 valid_0's binary_logloss: 0.28681 valid_1's auc: 0.906637 valid_1's binary_logloss: 0.319137
[74] valid_0's auc: 0.929678 valid_0's binary_logloss: 0.286225 valid_1's auc: 0.9066 valid_1's binary_logloss: 0.319176
[75] valid_0's auc: 0.929863 valid_0's binary_logloss: 0.285857 valid_1's auc: 0.906521 valid_1's binary_logloss: 0.319288
[76] valid_0's auc: 0.930125 valid_0's binary_logloss: 0.285387 valid_1's auc: 0.906526 valid_1's binary_logloss: 0.319259
[77] valid_0's auc: 0.930301 valid_0's binary_logloss: 0.285025 valid_1's auc: 0.906532 valid_1's binary_logloss: 0.3193
[78] valid_0's auc: 0.930523 valid_0's binary_logloss: 0.284607 valid_1's auc: 0.906509 valid_1's binary_logloss: 0.319352
[79] valid_0's auc: 0.930735 valid_0's binary_logloss: 0.284177 valid_1's auc: 0.906489 valid_1's binary_logloss: 0.319369
[80] valid_0's auc: 0.931025 valid_0's binary_logloss: 0.28366 valid_1's auc: 0.906547 valid_1's binary_logloss: 0.319296
[81] valid_0's auc: 0.931243 valid_0's binary_logloss: 0.283253 valid_1's auc: 0.906463 valid_1's binary_logloss: 0.319448
[82] valid_0's auc: 0.931538 valid_0's binary_logloss: 0.282767 valid_1's auc: 0.906358 valid_1's binary_logloss: 0.319596
[83] valid_0's auc: 0.931777 valid_0's binary_logloss: 0.282346 valid_1's auc: 0.906436 valid_1's binary_logloss: 0.319515
[84] valid_0's auc: 0.932063 valid_0's binary_logloss: 0.281831 valid_1's auc: 0.906407 valid_1's binary_logloss: 0.31957
[85] valid_0's auc: 0.932357 valid_0's binary_logloss: 0.281361 valid_1's auc: 0.906305 valid_1's binary_logloss: 0.319759
[86] valid_0's auc: 0.932545 valid_0's binary_logloss: 0.28101 valid_1's auc: 0.906405 valid_1's binary_logloss: 0.31961
[87] valid_0's auc: 0.932641 valid_0's binary_logloss: 0.280824 valid_1's auc: 0.906367 valid_1's binary_logloss: 0.319719
[88] valid_0's auc: 0.932884 valid_0's binary_logloss: 0.280387 valid_1's auc: 0.906275 valid_1's binary_logloss: 0.319916
[89] valid_0's auc: 0.93302 valid_0's binary_logloss: 0.280147 valid_1's auc: 0.906105 valid_1's binary_logloss: 0.320216
[90] valid_0's auc: 0.93325 valid_0's binary_logloss: 0.279732 valid_1's auc: 0.906073 valid_1's binary_logloss: 0.320288
[91] valid_0's auc: 0.933481 valid_0's binary_logloss: 0.279311 valid_1's auc: 0.906095 valid_1's binary_logloss: 0.32029
[92] valid_0's auc: 0.9337 valid_0's binary_logloss: 0.278931 valid_1's auc: 0.906092 valid_1's binary_logloss: 0.320357
[93] valid_0's auc: 0.933885 valid_0's binary_logloss: 0.27861 valid_1's auc: 0.906003 valid_1's binary_logloss: 0.320577
[94] valid_0's auc: 0.934064 valid_0's binary_logloss: 0.278253 valid_1's auc: 0.906067 valid_1's binary_logloss: 0.320527
[95] valid_0's auc: 0.934218 valid_0's binary_logloss: 0.277965 valid_1's auc: 0.905971 valid_1's binary_logloss: 0.320689
[96] valid_0's auc: 0.934431 valid_0's binary_logloss: 0.277541 valid_1's auc: 0.905837 valid_1's binary_logloss: 0.320955
[97] valid_0's auc: 0.934697 valid_0's binary_logloss: 0.277085 valid_1's auc: 0.905817 valid_1's binary_logloss: 0.320998
[98] valid_0's auc: 0.934809 valid_0's binary_logloss: 0.276898 valid_1's auc: 0.905733 valid_1's binary_logloss: 0.321142
[99] valid_0's auc: 0.934967 valid_0's binary_logloss: 0.276635 valid_1's auc: 0.905753 valid_1's binary_logloss: 0.321125
[100] valid_0's auc: 0.935137 valid_0's binary_logloss: 0.276325 valid_1's auc: 0.905682 valid_1's binary_logloss: 0.321256
[101] valid_0's auc: 0.935382 valid_0's binary_logloss: 0.275869 valid_1's auc: 0.905617 valid_1's binary_logloss: 0.321467
[102] valid_0's auc: 0.93553 valid_0's binary_logloss: 0.275564 valid_1's auc: 0.905524 valid_1's binary_logloss: 0.321629
[103] valid_0's auc: 0.93571 valid_0's binary_logloss: 0.275264 valid_1's auc: 0.905453 valid_1's binary_logloss: 0.321751
[104] valid_0's auc: 0.935965 valid_0's binary_logloss: 0.274845 valid_1's auc: 0.905473 valid_1's binary_logloss: 0.321725
[105] valid_0's auc: 0.936135 valid_0's binary_logloss: 0.27451 valid_1's auc: 0.90527 valid_1's binary_logloss: 0.32205
[106] valid_0's auc: 0.936342 valid_0's binary_logloss: 0.274145 valid_1's auc: 0.905326 valid_1's binary_logloss: 0.322028
[107] valid_0's auc: 0.9364 valid_0's binary_logloss: 0.274043 valid_1's auc: 0.905226 valid_1's binary_logloss: 0.322186
[108] valid_0's auc: 0.936593 valid_0's binary_logloss: 0.273682 valid_1's auc: 0.905321 valid_1's binary_logloss: 0.322071
[109] valid_0's auc: 0.936751 valid_0's binary_logloss: 0.273424 valid_1's auc: 0.905275 valid_1's binary_logloss: 0.322088
[110] valid_0's auc: 0.936973 valid_0's binary_logloss: 0.273036 valid_1's auc: 0.905225 valid_1's binary_logloss: 0.322155
[111] valid_0's auc: 0.937234 valid_0's binary_logloss: 0.272568 valid_1's auc: 0.905107 valid_1's binary_logloss: 0.322427
[112] valid_0's auc: 0.937531 valid_0's binary_logloss: 0.272014 valid_1's auc: 0.905065 valid_1's binary_logloss: 0.322537
[113] valid_0's auc: 0.937727 valid_0's binary_logloss: 0.271664 valid_1's auc: 0.904945 valid_1's binary_logloss: 0.322785
[114] valid_0's auc: 0.937932 valid_0's binary_logloss: 0.271266 valid_1's auc: 0.904823 valid_1's binary_logloss: 0.322972
[115] valid_0's auc: 0.938108 valid_0's binary_logloss: 0.270938 valid_1's auc: 0.904743 valid_1's binary_logloss: 0.323147
[116] valid_0's auc: 0.938294 valid_0's binary_logloss: 0.270575 valid_1's auc: 0.904833 valid_1's binary_logloss: 0.323066
[117] valid_0's auc: 0.938361 valid_0's binary_logloss: 0.270433 valid_1's auc: 0.904784 valid_1's binary_logloss: 0.323155
[118] valid_0's auc: 0.938572 valid_0's binary_logloss: 0.270047 valid_1's auc: 0.904765 valid_1's binary_logloss: 0.323208
[119] valid_0's auc: 0.938786 valid_0's binary_logloss: 0.269671 valid_1's auc: 0.904648 valid_1's binary_logloss: 0.323345
[120] valid_0's auc: 0.938956 valid_0's binary_logloss: 0.269353 valid_1's auc: 0.904628 valid_1's binary_logloss: 0.323428
[121] valid_0's auc: 0.939069 valid_0's binary_logloss: 0.269178 valid_1's auc: 0.904585 valid_1's binary_logloss: 0.323517
[122] valid_0's auc: 0.939228 valid_0's binary_logloss: 0.268855 valid_1's auc: 0.904603 valid_1's binary_logloss: 0.323459
[123] valid_0's auc: 0.939371 valid_0's binary_logloss: 0.268571 valid_1's auc: 0.904602 valid_1's binary_logloss: 0.323494
[124] valid_0's auc: 0.939597 valid_0's binary_logloss: 0.268186 valid_1's auc: 0.904542 valid_1's binary_logloss: 0.323636
[125] valid_0's auc: 0.93966 valid_0's binary_logloss: 0.268064 valid_1's auc: 0.904485 valid_1's binary_logloss: 0.323754
[126] valid_0's auc: 0.939885 valid_0's binary_logloss: 0.267653 valid_1's auc: 0.90437 valid_1's binary_logloss: 0.323973
[127] valid_0's auc: 0.94009 valid_0's binary_logloss: 0.267311 valid_1's auc: 0.904285 valid_1's binary_logloss: 0.324156
[128] valid_0's auc: 0.940268 valid_0's binary_logloss: 0.266948 valid_1's auc: 0.904328 valid_1's binary_logloss: 0.324122
Early stopping, best iteration is:
[28] valid_0's auc: 0.913918 valid_0's binary_logloss: 0.319267 valid_1's auc: 0.908082 valid_1's binary_logloss: 0.322092
[1] valid_0's auc: 0.887462 valid_0's binary_logloss: 0.51703 valid_1's auc: 0.894485 valid_1's binary_logloss: 0.508323
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891154 valid_0's binary_logloss: 0.488204 valid_1's auc: 0.897176 valid_1's binary_logloss: 0.478744
[3] valid_0's auc: 0.891804 valid_0's binary_logloss: 0.465194 valid_1's auc: 0.89747 valid_1's binary_logloss: 0.455444
[4] valid_0's auc: 0.894831 valid_0's binary_logloss: 0.446304 valid_1's auc: 0.89973 valid_1's binary_logloss: 0.436459
[5] valid_0's auc: 0.896638 valid_0's binary_logloss: 0.430189 valid_1's auc: 0.901137 valid_1's binary_logloss: 0.420345
[6] valid_0's auc: 0.897554 valid_0's binary_logloss: 0.416605 valid_1's auc: 0.901277 valid_1's binary_logloss: 0.406735
[7] valid_0's auc: 0.898818 valid_0's binary_logloss: 0.404965 valid_1's auc: 0.902495 valid_1's binary_logloss: 0.395091
[8] valid_0's auc: 0.899599 valid_0's binary_logloss: 0.394892 valid_1's auc: 0.902897 valid_1's binary_logloss: 0.384982
[9] valid_0's auc: 0.900002 valid_0's binary_logloss: 0.386213 valid_1's auc: 0.903464 valid_1's binary_logloss: 0.376485
[10] valid_0's auc: 0.90114 valid_0's binary_logloss: 0.378489 valid_1's auc: 0.904002 valid_1's binary_logloss: 0.369393
[11] valid_0's auc: 0.902141 valid_0's binary_logloss: 0.371758 valid_1's auc: 0.90444 valid_1's binary_logloss: 0.362989
[12] valid_0's auc: 0.903312 valid_0's binary_logloss: 0.365802 valid_1's auc: 0.905002 valid_1's binary_logloss: 0.357566
[13] valid_0's auc: 0.904113 valid_0's binary_logloss: 0.360438 valid_1's auc: 0.9049 valid_1's binary_logloss: 0.352735
[14] valid_0's auc: 0.904872 valid_0's binary_logloss: 0.355607 valid_1's auc: 0.905732 valid_1's binary_logloss: 0.348375
[15] valid_0's auc: 0.905862 valid_0's binary_logloss: 0.351052 valid_1's auc: 0.905976 valid_1's binary_logloss: 0.344517
[16] valid_0's auc: 0.906477 valid_0's binary_logloss: 0.347207 valid_1's auc: 0.906222 valid_1's binary_logloss: 0.341397
[17] valid_0's auc: 0.907078 valid_0's binary_logloss: 0.343688 valid_1's auc: 0.906537 valid_1's binary_logloss: 0.338437
[18] valid_0's auc: 0.90752 valid_0's binary_logloss: 0.340684 valid_1's auc: 0.906709 valid_1's binary_logloss: 0.335981
[19] valid_0's auc: 0.908432 valid_0's binary_logloss: 0.337645 valid_1's auc: 0.907018 valid_1's binary_logloss: 0.333599
[20] valid_0's auc: 0.908981 valid_0's binary_logloss: 0.335146 valid_1's auc: 0.907099 valid_1's binary_logloss: 0.331801
[21] valid_0's auc: 0.909679 valid_0's binary_logloss: 0.332538 valid_1's auc: 0.907277 valid_1's binary_logloss: 0.330028
[22] valid_0's auc: 0.910393 valid_0's binary_logloss: 0.330279 valid_1's auc: 0.907437 valid_1's binary_logloss: 0.328314
[23] valid_0's auc: 0.910924 valid_0's binary_logloss: 0.328261 valid_1's auc: 0.90754 valid_1's binary_logloss: 0.326981
[24] valid_0's auc: 0.911443 valid_0's binary_logloss: 0.326385 valid_1's auc: 0.907505 valid_1's binary_logloss: 0.325796
[25] valid_0's auc: 0.912077 valid_0's binary_logloss: 0.324538 valid_1's auc: 0.907624 valid_1's binary_logloss: 0.32473
[26] valid_0's auc: 0.912576 valid_0's binary_logloss: 0.322893 valid_1's auc: 0.907637 valid_1's binary_logloss: 0.323819
[27] valid_0's auc: 0.913175 valid_0's binary_logloss: 0.321194 valid_1's auc: 0.907828 valid_1's binary_logloss: 0.322828
[28] valid_0's auc: 0.913644 valid_0's binary_logloss: 0.31979 valid_1's auc: 0.907882 valid_1's binary_logloss: 0.322042
[29] valid_0's auc: 0.914118 valid_0's binary_logloss: 0.318401 valid_1's auc: 0.908115 valid_1's binary_logloss: 0.321181
[30] valid_0's auc: 0.914589 valid_0's binary_logloss: 0.317022 valid_1's auc: 0.908297 valid_1's binary_logloss: 0.32041
[31] valid_0's auc: 0.91499 valid_0's binary_logloss: 0.315844 valid_1's auc: 0.908545 valid_1's binary_logloss: 0.319662
[32] valid_0's auc: 0.915507 valid_0's binary_logloss: 0.314533 valid_1's auc: 0.908617 valid_1's binary_logloss: 0.319046
[33] valid_0's auc: 0.915824 valid_0's binary_logloss: 0.313594 valid_1's auc: 0.908668 valid_1's binary_logloss: 0.318595
[34] valid_0's auc: 0.91636 valid_0's binary_logloss: 0.312316 valid_1's auc: 0.908794 valid_1's binary_logloss: 0.318074
[35] valid_0's auc: 0.916909 valid_0's binary_logloss: 0.311113 valid_1's auc: 0.908705 valid_1's binary_logloss: 0.317806
[36] valid_0's auc: 0.91738 valid_0's binary_logloss: 0.310061 valid_1's auc: 0.90869 valid_1's binary_logloss: 0.317615
[37] valid_0's auc: 0.917622 valid_0's binary_logloss: 0.309353 valid_1's auc: 0.908669 valid_1's binary_logloss: 0.317339
[38] valid_0's auc: 0.918138 valid_0's binary_logloss: 0.308206 valid_1's auc: 0.908638 valid_1's binary_logloss: 0.317113
[39] valid_0's auc: 0.918442 valid_0's binary_logloss: 0.30749 valid_1's auc: 0.908623 valid_1's binary_logloss: 0.316968
[40] valid_0's auc: 0.91882 valid_0's binary_logloss: 0.306644 valid_1's auc: 0.908655 valid_1's binary_logloss: 0.316715
[41] valid_0's auc: 0.91923 valid_0's binary_logloss: 0.305816 valid_1's auc: 0.908718 valid_1's binary_logloss: 0.316525
[42] valid_0's auc: 0.919663 valid_0's binary_logloss: 0.304901 valid_1's auc: 0.90869 valid_1's binary_logloss: 0.316399
[43] valid_0's auc: 0.920176 valid_0's binary_logloss: 0.303959 valid_1's auc: 0.908607 valid_1's binary_logloss: 0.316434
[44] valid_0's auc: 0.920583 valid_0's binary_logloss: 0.303137 valid_1's auc: 0.908543 valid_1's binary_logloss: 0.31641
[45] valid_0's auc: 0.920931 valid_0's binary_logloss: 0.302411 valid_1's auc: 0.908537 valid_1's binary_logloss: 0.316298
[46] valid_0's auc: 0.921312 valid_0's binary_logloss: 0.301733 valid_1's auc: 0.908563 valid_1's binary_logloss: 0.316212
[47] valid_0's auc: 0.921661 valid_0's binary_logloss: 0.301001 valid_1's auc: 0.908668 valid_1's binary_logloss: 0.316022
[48] valid_0's auc: 0.921971 valid_0's binary_logloss: 0.300378 valid_1's auc: 0.908574 valid_1's binary_logloss: 0.31605
[49] valid_0's auc: 0.922377 valid_0's binary_logloss: 0.299607 valid_1's auc: 0.908723 valid_1's binary_logloss: 0.315742
[50] valid_0's auc: 0.922718 valid_0's binary_logloss: 0.298922 valid_1's auc: 0.908844 valid_1's binary_logloss: 0.315538
[51] valid_0's auc: 0.922958 valid_0's binary_logloss: 0.298409 valid_1's auc: 0.908714 valid_1's binary_logloss: 0.315673
[52] valid_0's auc: 0.923253 valid_0's binary_logloss: 0.297769 valid_1's auc: 0.908843 valid_1's binary_logloss: 0.315405
[53] valid_0's auc: 0.92357 valid_0's binary_logloss: 0.297153 valid_1's auc: 0.908796 valid_1's binary_logloss: 0.315423
[54] valid_0's auc: 0.92373 valid_0's binary_logloss: 0.296878 valid_1's auc: 0.908793 valid_1's binary_logloss: 0.315419
[55] valid_0's auc: 0.924118 valid_0's binary_logloss: 0.296128 valid_1's auc: 0.908734 valid_1's binary_logloss: 0.315493
[56] valid_0's auc: 0.924481 valid_0's binary_logloss: 0.295466 valid_1's auc: 0.908694 valid_1's binary_logloss: 0.315526
[57] valid_0's auc: 0.924679 valid_0's binary_logloss: 0.295084 valid_1's auc: 0.908619 valid_1's binary_logloss: 0.315669
[58] valid_0's auc: 0.925005 valid_0's binary_logloss: 0.294523 valid_1's auc: 0.908414 valid_1's binary_logloss: 0.315865
[59] valid_0's auc: 0.925247 valid_0's binary_logloss: 0.294043 valid_1's auc: 0.908459 valid_1's binary_logloss: 0.31584
[60] valid_0's auc: 0.925304 valid_0's binary_logloss: 0.293893 valid_1's auc: 0.908458 valid_1's binary_logloss: 0.315821
[61] valid_0's auc: 0.925643 valid_0's binary_logloss: 0.293274 valid_1's auc: 0.908486 valid_1's binary_logloss: 0.315766
[62] valid_0's auc: 0.925914 valid_0's binary_logloss: 0.292825 valid_1's auc: 0.908425 valid_1's binary_logloss: 0.315835
[63] valid_0's auc: 0.926266 valid_0's binary_logloss: 0.292204 valid_1's auc: 0.908392 valid_1's binary_logloss: 0.31586
[64] valid_0's auc: 0.92647 valid_0's binary_logloss: 0.29185 valid_1's auc: 0.908326 valid_1's binary_logloss: 0.315951
[65] valid_0's auc: 0.926728 valid_0's binary_logloss: 0.29134 valid_1's auc: 0.908342 valid_1's binary_logloss: 0.315936
[66] valid_0's auc: 0.927039 valid_0's binary_logloss: 0.290834 valid_1's auc: 0.908265 valid_1's binary_logloss: 0.316049
[67] valid_0's auc: 0.927346 valid_0's binary_logloss: 0.290278 valid_1's auc: 0.90814 valid_1's binary_logloss: 0.316258
[68] valid_0's auc: 0.927684 valid_0's binary_logloss: 0.289728 valid_1's auc: 0.908104 valid_1's binary_logloss: 0.316346
[69] valid_0's auc: 0.92795 valid_0's binary_logloss: 0.289263 valid_1's auc: 0.908083 valid_1's binary_logloss: 0.316347
[70] valid_0's auc: 0.928141 valid_0's binary_logloss: 0.288886 valid_1's auc: 0.908047 valid_1's binary_logloss: 0.31635
[71] valid_0's auc: 0.928451 valid_0's binary_logloss: 0.288392 valid_1's auc: 0.908057 valid_1's binary_logloss: 0.316344
[72] valid_0's auc: 0.928747 valid_0's binary_logloss: 0.287861 valid_1's auc: 0.908051 valid_1's binary_logloss: 0.316399
[73] valid_0's auc: 0.928844 valid_0's binary_logloss: 0.287703 valid_1's auc: 0.908023 valid_1's binary_logloss: 0.316456
[74] valid_0's auc: 0.92919 valid_0's binary_logloss: 0.287153 valid_1's auc: 0.907997 valid_1's binary_logloss: 0.316547
[75] valid_0's auc: 0.929364 valid_0's binary_logloss: 0.286793 valid_1's auc: 0.907944 valid_1's binary_logloss: 0.316585
[76] valid_0's auc: 0.929792 valid_0's binary_logloss: 0.286109 valid_1's auc: 0.907857 valid_1's binary_logloss: 0.316731
[77] valid_0's auc: 0.930014 valid_0's binary_logloss: 0.285734 valid_1's auc: 0.907747 valid_1's binary_logloss: 0.316886
[78] valid_0's auc: 0.930291 valid_0's binary_logloss: 0.285207 valid_1's auc: 0.907621 valid_1's binary_logloss: 0.317062
[79] valid_0's auc: 0.930405 valid_0's binary_logloss: 0.285025 valid_1's auc: 0.907545 valid_1's binary_logloss: 0.317203
[80] valid_0's auc: 0.930652 valid_0's binary_logloss: 0.284602 valid_1's auc: 0.907451 valid_1's binary_logloss: 0.31735
[81] valid_0's auc: 0.930942 valid_0's binary_logloss: 0.284097 valid_1's auc: 0.907384 valid_1's binary_logloss: 0.317428
[82] valid_0's auc: 0.931213 valid_0's binary_logloss: 0.2836 valid_1's auc: 0.907323 valid_1's binary_logloss: 0.317519
[83] valid_0's auc: 0.931474 valid_0's binary_logloss: 0.283122 valid_1's auc: 0.907304 valid_1's binary_logloss: 0.317635
[84] valid_0's auc: 0.931711 valid_0's binary_logloss: 0.282702 valid_1's auc: 0.907282 valid_1's binary_logloss: 0.317717
[85] valid_0's auc: 0.931859 valid_0's binary_logloss: 0.282439 valid_1's auc: 0.907215 valid_1's binary_logloss: 0.317854
[86] valid_0's auc: 0.932056 valid_0's binary_logloss: 0.282089 valid_1's auc: 0.90721 valid_1's binary_logloss: 0.317876
[87] valid_0's auc: 0.932326 valid_0's binary_logloss: 0.281665 valid_1's auc: 0.907193 valid_1's binary_logloss: 0.317908
[88] valid_0's auc: 0.932537 valid_0's binary_logloss: 0.281286 valid_1's auc: 0.907141 valid_1's binary_logloss: 0.318008
[89] valid_0's auc: 0.932781 valid_0's binary_logloss: 0.280858 valid_1's auc: 0.907118 valid_1's binary_logloss: 0.318071
[90] valid_0's auc: 0.932865 valid_0's binary_logloss: 0.280715 valid_1's auc: 0.907013 valid_1's binary_logloss: 0.318249
[91] valid_0's auc: 0.933094 valid_0's binary_logloss: 0.280277 valid_1's auc: 0.906882 valid_1's binary_logloss: 0.318489
[92] valid_0's auc: 0.933364 valid_0's binary_logloss: 0.279795 valid_1's auc: 0.90685 valid_1's binary_logloss: 0.318564
[93] valid_0's auc: 0.933635 valid_0's binary_logloss: 0.279308 valid_1's auc: 0.906829 valid_1's binary_logloss: 0.318646
[94] valid_0's auc: 0.933756 valid_0's binary_logloss: 0.279094 valid_1's auc: 0.906819 valid_1's binary_logloss: 0.318653
[95] valid_0's auc: 0.933989 valid_0's binary_logloss: 0.278712 valid_1's auc: 0.906667 valid_1's binary_logloss: 0.318867
[96] valid_0's auc: 0.93427 valid_0's binary_logloss: 0.278242 valid_1's auc: 0.906628 valid_1's binary_logloss: 0.318963
[97] valid_0's auc: 0.934445 valid_0's binary_logloss: 0.27793 valid_1's auc: 0.906576 valid_1's binary_logloss: 0.319072
[98] valid_0's auc: 0.934563 valid_0's binary_logloss: 0.277684 valid_1's auc: 0.906574 valid_1's binary_logloss: 0.319093
[99] valid_0's auc: 0.93468 valid_0's binary_logloss: 0.27748 valid_1's auc: 0.906524 valid_1's binary_logloss: 0.31919
[100] valid_0's auc: 0.93487 valid_0's binary_logloss: 0.277133 valid_1's auc: 0.906498 valid_1's binary_logloss: 0.319209
[101] valid_0's auc: 0.935074 valid_0's binary_logloss: 0.276752 valid_1's auc: 0.906391 valid_1's binary_logloss: 0.319466
[102] valid_0's auc: 0.935328 valid_0's binary_logloss: 0.276325 valid_1's auc: 0.906288 valid_1's binary_logloss: 0.319622
[103] valid_0's auc: 0.935529 valid_0's binary_logloss: 0.275918 valid_1's auc: 0.906225 valid_1's binary_logloss: 0.319762
[104] valid_0's auc: 0.935735 valid_0's binary_logloss: 0.275514 valid_1's auc: 0.906215 valid_1's binary_logloss: 0.319775
[105] valid_0's auc: 0.935896 valid_0's binary_logloss: 0.275222 valid_1's auc: 0.906251 valid_1's binary_logloss: 0.319758
[106] valid_0's auc: 0.936121 valid_0's binary_logloss: 0.274847 valid_1's auc: 0.906257 valid_1's binary_logloss: 0.319791
[107] valid_0's auc: 0.936357 valid_0's binary_logloss: 0.27444 valid_1's auc: 0.906127 valid_1's binary_logloss: 0.320039
[108] valid_0's auc: 0.93656 valid_0's binary_logloss: 0.274051 valid_1's auc: 0.906135 valid_1's binary_logloss: 0.320029
[109] valid_0's auc: 0.936749 valid_0's binary_logloss: 0.273691 valid_1's auc: 0.906016 valid_1's binary_logloss: 0.320246
[110] valid_0's auc: 0.936876 valid_0's binary_logloss: 0.273436 valid_1's auc: 0.906046 valid_1's binary_logloss: 0.320193
[111] valid_0's auc: 0.937038 valid_0's binary_logloss: 0.27311 valid_1's auc: 0.905961 valid_1's binary_logloss: 0.320384
[112] valid_0's auc: 0.937218 valid_0's binary_logloss: 0.272753 valid_1's auc: 0.90595 valid_1's binary_logloss: 0.320386
[113] valid_0's auc: 0.937456 valid_0's binary_logloss: 0.272344 valid_1's auc: 0.905862 valid_1's binary_logloss: 0.320581
[114] valid_0's auc: 0.937628 valid_0's binary_logloss: 0.272054 valid_1's auc: 0.905758 valid_1's binary_logloss: 0.320733
[115] valid_0's auc: 0.937872 valid_0's binary_logloss: 0.271641 valid_1's auc: 0.90585 valid_1's binary_logloss: 0.320608
[116] valid_0's auc: 0.938059 valid_0's binary_logloss: 0.271324 valid_1's auc: 0.905822 valid_1's binary_logloss: 0.320713
[117] valid_0's auc: 0.938117 valid_0's binary_logloss: 0.271214 valid_1's auc: 0.905798 valid_1's binary_logloss: 0.32077
[118] valid_0's auc: 0.938249 valid_0's binary_logloss: 0.270922 valid_1's auc: 0.905714 valid_1's binary_logloss: 0.320943
[119] valid_0's auc: 0.938352 valid_0's binary_logloss: 0.270666 valid_1's auc: 0.905798 valid_1's binary_logloss: 0.320893
[120] valid_0's auc: 0.938471 valid_0's binary_logloss: 0.270449 valid_1's auc: 0.905782 valid_1's binary_logloss: 0.320929
[121] valid_0's auc: 0.938605 valid_0's binary_logloss: 0.270174 valid_1's auc: 0.905806 valid_1's binary_logloss: 0.320922
[122] valid_0's auc: 0.938704 valid_0's binary_logloss: 0.269949 valid_1's auc: 0.905707 valid_1's binary_logloss: 0.321135
[123] valid_0's auc: 0.938915 valid_0's binary_logloss: 0.269555 valid_1's auc: 0.905659 valid_1's binary_logloss: 0.321218
[124] valid_0's auc: 0.939044 valid_0's binary_logloss: 0.269295 valid_1's auc: 0.905488 valid_1's binary_logloss: 0.321515
[125] valid_0's auc: 0.939113 valid_0's binary_logloss: 0.269178 valid_1's auc: 0.905458 valid_1's binary_logloss: 0.321587
[126] valid_0's auc: 0.939285 valid_0's binary_logloss: 0.268875 valid_1's auc: 0.905381 valid_1's binary_logloss: 0.321725
[127] valid_0's auc: 0.939443 valid_0's binary_logloss: 0.268588 valid_1's auc: 0.905335 valid_1's binary_logloss: 0.321828
[128] valid_0's auc: 0.939595 valid_0's binary_logloss: 0.268319 valid_1's auc: 0.905252 valid_1's binary_logloss: 0.321979
[129] valid_0's auc: 0.939662 valid_0's binary_logloss: 0.268193 valid_1's auc: 0.905212 valid_1's binary_logloss: 0.322058
[130] valid_0's auc: 0.939841 valid_0's binary_logloss: 0.267863 valid_1's auc: 0.905186 valid_1's binary_logloss: 0.322213
[131] valid_0's auc: 0.940072 valid_0's binary_logloss: 0.267451 valid_1's auc: 0.905092 valid_1's binary_logloss: 0.322357
[132] valid_0's auc: 0.940194 valid_0's binary_logloss: 0.267148 valid_1's auc: 0.905029 valid_1's binary_logloss: 0.322511
[133] valid_0's auc: 0.940384 valid_0's binary_logloss: 0.26682 valid_1's auc: 0.905026 valid_1's binary_logloss: 0.322547
[134] valid_0's auc: 0.940527 valid_0's binary_logloss: 0.266547 valid_1's auc: 0.904954 valid_1's binary_logloss: 0.322715
[135] valid_0's auc: 0.9408 valid_0's binary_logloss: 0.266096 valid_1's auc: 0.904851 valid_1's binary_logloss: 0.322861
[136] valid_0's auc: 0.940944 valid_0's binary_logloss: 0.265818 valid_1's auc: 0.904838 valid_1's binary_logloss: 0.322956
[137] valid_0's auc: 0.941042 valid_0's binary_logloss: 0.265655 valid_1's auc: 0.904725 valid_1's binary_logloss: 0.323172
[138] valid_0's auc: 0.941142 valid_0's binary_logloss: 0.26546 valid_1's auc: 0.904631 valid_1's binary_logloss: 0.323318
[139] valid_0's auc: 0.941276 valid_0's binary_logloss: 0.265207 valid_1's auc: 0.904567 valid_1's binary_logloss: 0.323369
[140] valid_0's auc: 0.941344 valid_0's binary_logloss: 0.265077 valid_1's auc: 0.904518 valid_1's binary_logloss: 0.323465
[141] valid_0's auc: 0.941525 valid_0's binary_logloss: 0.264758 valid_1's auc: 0.904482 valid_1's binary_logloss: 0.323518
[142] valid_0's auc: 0.94157 valid_0's binary_logloss: 0.264648 valid_1's auc: 0.904501 valid_1's binary_logloss: 0.323518
[143] valid_0's auc: 0.941778 valid_0's binary_logloss: 0.264265 valid_1's auc: 0.904507 valid_1's binary_logloss: 0.32351
[144] valid_0's auc: 0.941938 valid_0's binary_logloss: 0.263953 valid_1's auc: 0.904598 valid_1's binary_logloss: 0.32341
[145] valid_0's auc: 0.942156 valid_0's binary_logloss: 0.263575 valid_1's auc: 0.904476 valid_1's binary_logloss: 0.323638
[146] valid_0's auc: 0.942366 valid_0's binary_logloss: 0.26322 valid_1's auc: 0.904441 valid_1's binary_logloss: 0.323734
[147] valid_0's auc: 0.942592 valid_0's binary_logloss: 0.262827 valid_1's auc: 0.904334 valid_1's binary_logloss: 0.323967
[148] valid_0's auc: 0.942734 valid_0's binary_logloss: 0.26256 valid_1's auc: 0.904254 valid_1's binary_logloss: 0.32416
[149] valid_0's auc: 0.942873 valid_0's binary_logloss: 0.26228 valid_1's auc: 0.9043 valid_1's binary_logloss: 0.324144
[150] valid_0's auc: 0.94318 valid_0's binary_logloss: 0.261724 valid_1's auc: 0.904208 valid_1's binary_logloss: 0.324314
Early stopping, best iteration is:
[50] valid_0's auc: 0.922718 valid_0's binary_logloss: 0.298922 valid_1's auc: 0.908844 valid_1's binary_logloss: 0.315538
[1] valid_0's auc: 0.888429 valid_0's binary_logloss: 0.517259 valid_1's auc: 0.89287 valid_1's binary_logloss: 0.508675
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.893364 valid_0's binary_logloss: 0.488149 valid_1's auc: 0.898668 valid_1's binary_logloss: 0.478942
[3] valid_0's auc: 0.89471 valid_0's binary_logloss: 0.465013 valid_1's auc: 0.899211 valid_1's binary_logloss: 0.455077
[4] valid_0's auc: 0.896499 valid_0's binary_logloss: 0.44573 valid_1's auc: 0.900476 valid_1's binary_logloss: 0.435755
[5] valid_0's auc: 0.898292 valid_0's binary_logloss: 0.429749 valid_1's auc: 0.902577 valid_1's binary_logloss: 0.419702
[6] valid_0's auc: 0.899447 valid_0's binary_logloss: 0.416012 valid_1's auc: 0.903628 valid_1's binary_logloss: 0.405945
[7] valid_0's auc: 0.90016 valid_0's binary_logloss: 0.404313 valid_1's auc: 0.904037 valid_1's binary_logloss: 0.394294
[8] valid_0's auc: 0.900845 valid_0's binary_logloss: 0.394355 valid_1's auc: 0.90441 valid_1's binary_logloss: 0.384406
[9] valid_0's auc: 0.901491 valid_0's binary_logloss: 0.385709 valid_1's auc: 0.904431 valid_1's binary_logloss: 0.376154
[10] valid_0's auc: 0.902463 valid_0's binary_logloss: 0.377832 valid_1's auc: 0.905143 valid_1's binary_logloss: 0.368695
[11] valid_0's auc: 0.903181 valid_0's binary_logloss: 0.371016 valid_1's auc: 0.905695 valid_1's binary_logloss: 0.362121
[12] valid_0's auc: 0.904072 valid_0's binary_logloss: 0.36506 valid_1's auc: 0.906401 valid_1's binary_logloss: 0.3563
[13] valid_0's auc: 0.904711 valid_0's binary_logloss: 0.359719 valid_1's auc: 0.90629 valid_1's binary_logloss: 0.351666
[14] valid_0's auc: 0.90523 valid_0's binary_logloss: 0.354954 valid_1's auc: 0.906187 valid_1's binary_logloss: 0.347564
[15] valid_0's auc: 0.906387 valid_0's binary_logloss: 0.350653 valid_1's auc: 0.906626 valid_1's binary_logloss: 0.343895
[16] valid_0's auc: 0.906883 valid_0's binary_logloss: 0.346912 valid_1's auc: 0.906609 valid_1's binary_logloss: 0.340725
[17] valid_0's auc: 0.90755 valid_0's binary_logloss: 0.343412 valid_1's auc: 0.907061 valid_1's binary_logloss: 0.337858
[18] valid_0's auc: 0.908164 valid_0's binary_logloss: 0.340268 valid_1's auc: 0.907267 valid_1's binary_logloss: 0.335306
[19] valid_0's auc: 0.90889 valid_0's binary_logloss: 0.337258 valid_1's auc: 0.90776 valid_1's binary_logloss: 0.332727
[20] valid_0's auc: 0.90941 valid_0's binary_logloss: 0.334606 valid_1's auc: 0.908151 valid_1's binary_logloss: 0.330547
[21] valid_0's auc: 0.909787 valid_0's binary_logloss: 0.332353 valid_1's auc: 0.908241 valid_1's binary_logloss: 0.328858
[22] valid_0's auc: 0.910425 valid_0's binary_logloss: 0.329976 valid_1's auc: 0.90849 valid_1's binary_logloss: 0.327017
[23] valid_0's auc: 0.910985 valid_0's binary_logloss: 0.327906 valid_1's auc: 0.908582 valid_1's binary_logloss: 0.325594
[24] valid_0's auc: 0.911603 valid_0's binary_logloss: 0.325949 valid_1's auc: 0.908701 valid_1's binary_logloss: 0.324322
[25] valid_0's auc: 0.912176 valid_0's binary_logloss: 0.324138 valid_1's auc: 0.908768 valid_1's binary_logloss: 0.32328
[26] valid_0's auc: 0.912673 valid_0's binary_logloss: 0.322529 valid_1's auc: 0.908666 valid_1's binary_logloss: 0.322518
[27] valid_0's auc: 0.913087 valid_0's binary_logloss: 0.320998 valid_1's auc: 0.908551 valid_1's binary_logloss: 0.321904
[28] valid_0's auc: 0.913654 valid_0's binary_logloss: 0.319369 valid_1's auc: 0.908713 valid_1's binary_logloss: 0.32094
[29] valid_0's auc: 0.914075 valid_0's binary_logloss: 0.318044 valid_1's auc: 0.908595 valid_1's binary_logloss: 0.320494
[30] valid_0's auc: 0.914561 valid_0's binary_logloss: 0.316755 valid_1's auc: 0.908679 valid_1's binary_logloss: 0.319887
[31] valid_0's auc: 0.914972 valid_0's binary_logloss: 0.315593 valid_1's auc: 0.90875 valid_1's binary_logloss: 0.3193
[32] valid_0's auc: 0.915369 valid_0's binary_logloss: 0.314517 valid_1's auc: 0.909071 valid_1's binary_logloss: 0.318458
[33] valid_0's auc: 0.915722 valid_0's binary_logloss: 0.313502 valid_1's auc: 0.909186 valid_1's binary_logloss: 0.317908
[34] valid_0's auc: 0.916139 valid_0's binary_logloss: 0.312384 valid_1's auc: 0.909167 valid_1's binary_logloss: 0.317533
[35] valid_0's auc: 0.916617 valid_0's binary_logloss: 0.311286 valid_1's auc: 0.909308 valid_1's binary_logloss: 0.317049
[36] valid_0's auc: 0.917004 valid_0's binary_logloss: 0.310382 valid_1's auc: 0.909265 valid_1's binary_logloss: 0.316817
[37] valid_0's auc: 0.917431 valid_0's binary_logloss: 0.309427 valid_1's auc: 0.909185 valid_1's binary_logloss: 0.316675
[38] valid_0's auc: 0.917978 valid_0's binary_logloss: 0.308351 valid_1's auc: 0.909195 valid_1's binary_logloss: 0.316474
[39] valid_0's auc: 0.918388 valid_0's binary_logloss: 0.307376 valid_1's auc: 0.909274 valid_1's binary_logloss: 0.316114
[40] valid_0's auc: 0.918772 valid_0's binary_logloss: 0.306595 valid_1's auc: 0.909401 valid_1's binary_logloss: 0.315829
[41] valid_0's auc: 0.919067 valid_0's binary_logloss: 0.305985 valid_1's auc: 0.909408 valid_1's binary_logloss: 0.315635
[42] valid_0's auc: 0.919366 valid_0's binary_logloss: 0.305357 valid_1's auc: 0.909447 valid_1's binary_logloss: 0.315487
[43] valid_0's auc: 0.919793 valid_0's binary_logloss: 0.304502 valid_1's auc: 0.909427 valid_1's binary_logloss: 0.315409
[44] valid_0's auc: 0.920061 valid_0's binary_logloss: 0.303848 valid_1's auc: 0.909353 valid_1's binary_logloss: 0.315367
[45] valid_0's auc: 0.920352 valid_0's binary_logloss: 0.303271 valid_1's auc: 0.909443 valid_1's binary_logloss: 0.315145
[46] valid_0's auc: 0.920767 valid_0's binary_logloss: 0.302429 valid_1's auc: 0.909588 valid_1's binary_logloss: 0.31481
[47] valid_0's auc: 0.921195 valid_0's binary_logloss: 0.301635 valid_1's auc: 0.909638 valid_1's binary_logloss: 0.314662
[48] valid_0's auc: 0.921536 valid_0's binary_logloss: 0.301019 valid_1's auc: 0.909623 valid_1's binary_logloss: 0.314554
[49] valid_0's auc: 0.921955 valid_0's binary_logloss: 0.300235 valid_1's auc: 0.909513 valid_1's binary_logloss: 0.314613
[50] valid_0's auc: 0.922367 valid_0's binary_logloss: 0.299513 valid_1's auc: 0.909641 valid_1's binary_logloss: 0.314373
[51] valid_0's auc: 0.922638 valid_0's binary_logloss: 0.298961 valid_1's auc: 0.909519 valid_1's binary_logloss: 0.31449
[52] valid_0's auc: 0.922992 valid_0's binary_logloss: 0.298274 valid_1's auc: 0.909616 valid_1's binary_logloss: 0.314297
[53] valid_0's auc: 0.923405 valid_0's binary_logloss: 0.297495 valid_1's auc: 0.909624 valid_1's binary_logloss: 0.314252
[54] valid_0's auc: 0.923739 valid_0's binary_logloss: 0.296861 valid_1's auc: 0.909471 valid_1's binary_logloss: 0.314402
[55] valid_0's auc: 0.924156 valid_0's binary_logloss: 0.296109 valid_1's auc: 0.90948 valid_1's binary_logloss: 0.314407
[56] valid_0's auc: 0.924417 valid_0's binary_logloss: 0.295532 valid_1's auc: 0.909403 valid_1's binary_logloss: 0.314513
[57] valid_0's auc: 0.92463 valid_0's binary_logloss: 0.295137 valid_1's auc: 0.909414 valid_1's binary_logloss: 0.314484
[58] valid_0's auc: 0.924868 valid_0's binary_logloss: 0.294692 valid_1's auc: 0.909318 valid_1's binary_logloss: 0.314593
[59] valid_0's auc: 0.925031 valid_0's binary_logloss: 0.294386 valid_1's auc: 0.909254 valid_1's binary_logloss: 0.314697
[60] valid_0's auc: 0.925403 valid_0's binary_logloss: 0.293762 valid_1's auc: 0.909313 valid_1's binary_logloss: 0.314601
[61] valid_0's auc: 0.925698 valid_0's binary_logloss: 0.293238 valid_1's auc: 0.909252 valid_1's binary_logloss: 0.314682
[62] valid_0's auc: 0.925982 valid_0's binary_logloss: 0.292777 valid_1's auc: 0.909049 valid_1's binary_logloss: 0.314987
[63] valid_0's auc: 0.926263 valid_0's binary_logloss: 0.292241 valid_1's auc: 0.909107 valid_1's binary_logloss: 0.314892
[64] valid_0's auc: 0.926578 valid_0's binary_logloss: 0.291692 valid_1's auc: 0.909092 valid_1's binary_logloss: 0.314942
[65] valid_0's auc: 0.926824 valid_0's binary_logloss: 0.29131 valid_1's auc: 0.908929 valid_1's binary_logloss: 0.315184
[66] valid_0's auc: 0.927096 valid_0's binary_logloss: 0.29081 valid_1's auc: 0.908889 valid_1's binary_logloss: 0.315181
[67] valid_0's auc: 0.927344 valid_0's binary_logloss: 0.290392 valid_1's auc: 0.908937 valid_1's binary_logloss: 0.315107
[68] valid_0's auc: 0.927469 valid_0's binary_logloss: 0.290161 valid_1's auc: 0.908859 valid_1's binary_logloss: 0.315265
[69] valid_0's auc: 0.927743 valid_0's binary_logloss: 0.289646 valid_1's auc: 0.908691 valid_1's binary_logloss: 0.315519
[70] valid_0's auc: 0.928012 valid_0's binary_logloss: 0.28916 valid_1's auc: 0.908524 valid_1's binary_logloss: 0.315758
[71] valid_0's auc: 0.928296 valid_0's binary_logloss: 0.288657 valid_1's auc: 0.908443 valid_1's binary_logloss: 0.315894
[72] valid_0's auc: 0.928446 valid_0's binary_logloss: 0.288413 valid_1's auc: 0.908351 valid_1's binary_logloss: 0.316016
[73] valid_0's auc: 0.928739 valid_0's binary_logloss: 0.287912 valid_1's auc: 0.908212 valid_1's binary_logloss: 0.316239
[74] valid_0's auc: 0.929085 valid_0's binary_logloss: 0.287342 valid_1's auc: 0.908153 valid_1's binary_logloss: 0.316294
[75] valid_0's auc: 0.929309 valid_0's binary_logloss: 0.286904 valid_1's auc: 0.908092 valid_1's binary_logloss: 0.316378
[76] valid_0's auc: 0.92958 valid_0's binary_logloss: 0.286391 valid_1's auc: 0.908019 valid_1's binary_logloss: 0.316517
[77] valid_0's auc: 0.929725 valid_0's binary_logloss: 0.286122 valid_1's auc: 0.908042 valid_1's binary_logloss: 0.316509
[78] valid_0's auc: 0.93001 valid_0's binary_logloss: 0.285657 valid_1's auc: 0.907997 valid_1's binary_logloss: 0.31662
[79] valid_0's auc: 0.930322 valid_0's binary_logloss: 0.28515 valid_1's auc: 0.907936 valid_1's binary_logloss: 0.316691
[80] valid_0's auc: 0.930548 valid_0's binary_logloss: 0.284787 valid_1's auc: 0.907926 valid_1's binary_logloss: 0.316735
[81] valid_0's auc: 0.930648 valid_0's binary_logloss: 0.28461 valid_1's auc: 0.907964 valid_1's binary_logloss: 0.316721
[82] valid_0's auc: 0.930816 valid_0's binary_logloss: 0.284306 valid_1's auc: 0.907934 valid_1's binary_logloss: 0.316751
[83] valid_0's auc: 0.931041 valid_0's binary_logloss: 0.283839 valid_1's auc: 0.907891 valid_1's binary_logloss: 0.316883
[84] valid_0's auc: 0.931322 valid_0's binary_logloss: 0.283365 valid_1's auc: 0.907873 valid_1's binary_logloss: 0.316948
[85] valid_0's auc: 0.931498 valid_0's binary_logloss: 0.283027 valid_1's auc: 0.907722 valid_1's binary_logloss: 0.317235
[86] valid_0's auc: 0.931754 valid_0's binary_logloss: 0.282594 valid_1's auc: 0.907739 valid_1's binary_logloss: 0.317206
[87] valid_0's auc: 0.932004 valid_0's binary_logloss: 0.282094 valid_1's auc: 0.907751 valid_1's binary_logloss: 0.317247
[88] valid_0's auc: 0.93222 valid_0's binary_logloss: 0.281702 valid_1's auc: 0.907748 valid_1's binary_logloss: 0.31727
[89] valid_0's auc: 0.932374 valid_0's binary_logloss: 0.281433 valid_1's auc: 0.907709 valid_1's binary_logloss: 0.317396
[90] valid_0's auc: 0.932615 valid_0's binary_logloss: 0.280976 valid_1's auc: 0.907683 valid_1's binary_logloss: 0.317421
[91] valid_0's auc: 0.932858 valid_0's binary_logloss: 0.280554 valid_1's auc: 0.907628 valid_1's binary_logloss: 0.31751
[92] valid_0's auc: 0.933112 valid_0's binary_logloss: 0.280053 valid_1's auc: 0.907654 valid_1's binary_logloss: 0.317492
[93] valid_0's auc: 0.933237 valid_0's binary_logloss: 0.279815 valid_1's auc: 0.907673 valid_1's binary_logloss: 0.317454
[94] valid_0's auc: 0.933415 valid_0's binary_logloss: 0.279467 valid_1's auc: 0.907639 valid_1's binary_logloss: 0.317575
[95] valid_0's auc: 0.933681 valid_0's binary_logloss: 0.278992 valid_1's auc: 0.907594 valid_1's binary_logloss: 0.317669
[96] valid_0's auc: 0.934074 valid_0's binary_logloss: 0.278372 valid_1's auc: 0.907517 valid_1's binary_logloss: 0.317795
[97] valid_0's auc: 0.934276 valid_0's binary_logloss: 0.277993 valid_1's auc: 0.907495 valid_1's binary_logloss: 0.31785
[98] valid_0's auc: 0.934483 valid_0's binary_logloss: 0.277572 valid_1's auc: 0.907388 valid_1's binary_logloss: 0.318059
[99] valid_0's auc: 0.934701 valid_0's binary_logloss: 0.277192 valid_1's auc: 0.907315 valid_1's binary_logloss: 0.31821
[100] valid_0's auc: 0.934904 valid_0's binary_logloss: 0.27682 valid_1's auc: 0.90733 valid_1's binary_logloss: 0.31823
[101] valid_0's auc: 0.935043 valid_0's binary_logloss: 0.276577 valid_1's auc: 0.907183 valid_1's binary_logloss: 0.318483
[102] valid_0's auc: 0.935245 valid_0's binary_logloss: 0.276236 valid_1's auc: 0.907181 valid_1's binary_logloss: 0.318481
[103] valid_0's auc: 0.935368 valid_0's binary_logloss: 0.27599 valid_1's auc: 0.907169 valid_1's binary_logloss: 0.318524
[104] valid_0's auc: 0.935575 valid_0's binary_logloss: 0.275605 valid_1's auc: 0.9071 valid_1's binary_logloss: 0.318678
[105] valid_0's auc: 0.935859 valid_0's binary_logloss: 0.275138 valid_1's auc: 0.907105 valid_1's binary_logloss: 0.318694
[106] valid_0's auc: 0.936102 valid_0's binary_logloss: 0.274749 valid_1's auc: 0.907106 valid_1's binary_logloss: 0.318699
[107] valid_0's auc: 0.936329 valid_0's binary_logloss: 0.274345 valid_1's auc: 0.907141 valid_1's binary_logloss: 0.31867
[108] valid_0's auc: 0.936558 valid_0's binary_logloss: 0.273969 valid_1's auc: 0.907092 valid_1's binary_logloss: 0.318754
[109] valid_0's auc: 0.936804 valid_0's binary_logloss: 0.273586 valid_1's auc: 0.907044 valid_1's binary_logloss: 0.318834
[110] valid_0's auc: 0.936966 valid_0's binary_logloss: 0.273298 valid_1's auc: 0.906977 valid_1's binary_logloss: 0.318941
[111] valid_0's auc: 0.937206 valid_0's binary_logloss: 0.272868 valid_1's auc: 0.906913 valid_1's binary_logloss: 0.319014
[112] valid_0's auc: 0.937468 valid_0's binary_logloss: 0.272409 valid_1's auc: 0.906795 valid_1's binary_logloss: 0.319233
[113] valid_0's auc: 0.937607 valid_0's binary_logloss: 0.272133 valid_1's auc: 0.906704 valid_1's binary_logloss: 0.319419
[114] valid_0's auc: 0.93777 valid_0's binary_logloss: 0.271825 valid_1's auc: 0.906764 valid_1's binary_logloss: 0.319344
[115] valid_0's auc: 0.937839 valid_0's binary_logloss: 0.271712 valid_1's auc: 0.906723 valid_1's binary_logloss: 0.319418
[116] valid_0's auc: 0.938023 valid_0's binary_logloss: 0.27138 valid_1's auc: 0.906741 valid_1's binary_logloss: 0.319423
[117] valid_0's auc: 0.93816 valid_0's binary_logloss: 0.27112 valid_1's auc: 0.906719 valid_1's binary_logloss: 0.319503
[118] valid_0's auc: 0.938402 valid_0's binary_logloss: 0.270714 valid_1's auc: 0.906501 valid_1's binary_logloss: 0.319795
[119] valid_0's auc: 0.938644 valid_0's binary_logloss: 0.27028 valid_1's auc: 0.90641 valid_1's binary_logloss: 0.31996
[120] valid_0's auc: 0.938869 valid_0's binary_logloss: 0.269859 valid_1's auc: 0.906334 valid_1's binary_logloss: 0.320085
[121] valid_0's auc: 0.939085 valid_0's binary_logloss: 0.269442 valid_1's auc: 0.906188 valid_1's binary_logloss: 0.320392
[122] valid_0's auc: 0.939216 valid_0's binary_logloss: 0.269181 valid_1's auc: 0.906099 valid_1's binary_logloss: 0.320532
[123] valid_0's auc: 0.939431 valid_0's binary_logloss: 0.268804 valid_1's auc: 0.906011 valid_1's binary_logloss: 0.320714
[124] valid_0's auc: 0.939658 valid_0's binary_logloss: 0.268386 valid_1's auc: 0.905946 valid_1's binary_logloss: 0.320852
[125] valid_0's auc: 0.939745 valid_0's binary_logloss: 0.26819 valid_1's auc: 0.905842 valid_1's binary_logloss: 0.321067
[126] valid_0's auc: 0.939944 valid_0's binary_logloss: 0.267804 valid_1's auc: 0.90586 valid_1's binary_logloss: 0.321083
[127] valid_0's auc: 0.940044 valid_0's binary_logloss: 0.26759 valid_1's auc: 0.9059 valid_1's binary_logloss: 0.321048
[128] valid_0's auc: 0.940206 valid_0's binary_logloss: 0.267262 valid_1's auc: 0.905781 valid_1's binary_logloss: 0.321202
[129] valid_0's auc: 0.940271 valid_0's binary_logloss: 0.267158 valid_1's auc: 0.905754 valid_1's binary_logloss: 0.321245
[130] valid_0's auc: 0.940428 valid_0's binary_logloss: 0.266876 valid_1's auc: 0.905718 valid_1's binary_logloss: 0.321287
[131] valid_0's auc: 0.940662 valid_0's binary_logloss: 0.266465 valid_1's auc: 0.905657 valid_1's binary_logloss: 0.321419
[132] valid_0's auc: 0.940808 valid_0's binary_logloss: 0.266163 valid_1's auc: 0.90559 valid_1's binary_logloss: 0.32162
[133] valid_0's auc: 0.941028 valid_0's binary_logloss: 0.265782 valid_1's auc: 0.905503 valid_1's binary_logloss: 0.321786
[134] valid_0's auc: 0.941266 valid_0's binary_logloss: 0.265359 valid_1's auc: 0.905457 valid_1's binary_logloss: 0.321929
[135] valid_0's auc: 0.941462 valid_0's binary_logloss: 0.265008 valid_1's auc: 0.905391 valid_1's binary_logloss: 0.322102
[136] valid_0's auc: 0.941578 valid_0's binary_logloss: 0.264764 valid_1's auc: 0.905346 valid_1's binary_logloss: 0.322247
[137] valid_0's auc: 0.941727 valid_0's binary_logloss: 0.264491 valid_1's auc: 0.905249 valid_1's binary_logloss: 0.322412
[138] valid_0's auc: 0.941836 valid_0's binary_logloss: 0.264238 valid_1's auc: 0.905239 valid_1's binary_logloss: 0.322502
[139] valid_0's auc: 0.942039 valid_0's binary_logloss: 0.263852 valid_1's auc: 0.905174 valid_1's binary_logloss: 0.322597
[140] valid_0's auc: 0.942214 valid_0's binary_logloss: 0.263512 valid_1's auc: 0.905103 valid_1's binary_logloss: 0.322743
[141] valid_0's auc: 0.942431 valid_0's binary_logloss: 0.263143 valid_1's auc: 0.904978 valid_1's binary_logloss: 0.322994
[142] valid_0's auc: 0.942552 valid_0's binary_logloss: 0.262922 valid_1's auc: 0.904954 valid_1's binary_logloss: 0.323034
[143] valid_0's auc: 0.942712 valid_0's binary_logloss: 0.262576 valid_1's auc: 0.904982 valid_1's binary_logloss: 0.323027
[144] valid_0's auc: 0.94288 valid_0's binary_logloss: 0.262269 valid_1's auc: 0.904939 valid_1's binary_logloss: 0.323169
[145] valid_0's auc: 0.943033 valid_0's binary_logloss: 0.26196 valid_1's auc: 0.905 valid_1's binary_logloss: 0.323105
[146] valid_0's auc: 0.943224 valid_0's binary_logloss: 0.261627 valid_1's auc: 0.904949 valid_1's binary_logloss: 0.32318
[147] valid_0's auc: 0.943429 valid_0's binary_logloss: 0.261296 valid_1's auc: 0.904973 valid_1's binary_logloss: 0.323148
[148] valid_0's auc: 0.943558 valid_0's binary_logloss: 0.261013 valid_1's auc: 0.904971 valid_1's binary_logloss: 0.323197
[149] valid_0's auc: 0.943756 valid_0's binary_logloss: 0.260688 valid_1's auc: 0.90494 valid_1's binary_logloss: 0.323276
[150] valid_0's auc: 0.943989 valid_0's binary_logloss: 0.260262 valid_1's auc: 0.904844 valid_1's binary_logloss: 0.323457
Early stopping, best iteration is:
[50] valid_0's auc: 0.922367 valid_0's binary_logloss: 0.299513 valid_1's auc: 0.909641 valid_1's binary_logloss: 0.314373
[1] valid_0's auc: 0.88862 valid_0's binary_logloss: 0.517559 valid_1's auc: 0.895216 valid_1's binary_logloss: 0.508462
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891685 valid_0's binary_logloss: 0.488823 valid_1's auc: 0.897251 valid_1's binary_logloss: 0.479045
[3] valid_0's auc: 0.89535 valid_0's binary_logloss: 0.465318 valid_1's auc: 0.900709 valid_1's binary_logloss: 0.454958
[4] valid_0's auc: 0.897143 valid_0's binary_logloss: 0.445958 valid_1's auc: 0.901126 valid_1's binary_logloss: 0.435898
[5] valid_0's auc: 0.897936 valid_0's binary_logloss: 0.429982 valid_1's auc: 0.900752 valid_1's binary_logloss: 0.420148
[6] valid_0's auc: 0.898453 valid_0's binary_logloss: 0.416378 valid_1's auc: 0.900947 valid_1's binary_logloss: 0.406481
[7] valid_0's auc: 0.899579 valid_0's binary_logloss: 0.404589 valid_1's auc: 0.903086 valid_1's binary_logloss: 0.394663
[8] valid_0's auc: 0.900549 valid_0's binary_logloss: 0.394529 valid_1's auc: 0.904172 valid_1's binary_logloss: 0.384427
[9] valid_0's auc: 0.901078 valid_0's binary_logloss: 0.385787 valid_1's auc: 0.904166 valid_1's binary_logloss: 0.376075
[10] valid_0's auc: 0.901717 valid_0's binary_logloss: 0.378226 valid_1's auc: 0.903991 valid_1's binary_logloss: 0.368931
[11] valid_0's auc: 0.902526 valid_0's binary_logloss: 0.371393 valid_1's auc: 0.904364 valid_1's binary_logloss: 0.362505
[12] valid_0's auc: 0.903143 valid_0's binary_logloss: 0.36552 valid_1's auc: 0.905346 valid_1's binary_logloss: 0.356834
[13] valid_0's auc: 0.903994 valid_0's binary_logloss: 0.360206 valid_1's auc: 0.905684 valid_1's binary_logloss: 0.352023
[14] valid_0's auc: 0.904587 valid_0's binary_logloss: 0.355569 valid_1's auc: 0.906016 valid_1's binary_logloss: 0.347746
[15] valid_0's auc: 0.9054 valid_0's binary_logloss: 0.351301 valid_1's auc: 0.906315 valid_1's binary_logloss: 0.343932
[16] valid_0's auc: 0.905978 valid_0's binary_logloss: 0.347447 valid_1's auc: 0.906464 valid_1's binary_logloss: 0.340751
[17] valid_0's auc: 0.90637 valid_0's binary_logloss: 0.344146 valid_1's auc: 0.906634 valid_1's binary_logloss: 0.337835
[18] valid_0's auc: 0.907012 valid_0's binary_logloss: 0.34113 valid_1's auc: 0.907124 valid_1's binary_logloss: 0.335133
[19] valid_0's auc: 0.907575 valid_0's binary_logloss: 0.338369 valid_1's auc: 0.907097 valid_1's binary_logloss: 0.333063
[20] valid_0's auc: 0.908083 valid_0's binary_logloss: 0.335808 valid_1's auc: 0.90734 valid_1's binary_logloss: 0.330934
[21] valid_0's auc: 0.908935 valid_0's binary_logloss: 0.333309 valid_1's auc: 0.907671 valid_1's binary_logloss: 0.329015
[22] valid_0's auc: 0.909579 valid_0's binary_logloss: 0.331027 valid_1's auc: 0.907832 valid_1's binary_logloss: 0.3273
[23] valid_0's auc: 0.910166 valid_0's binary_logloss: 0.328944 valid_1's auc: 0.90797 valid_1's binary_logloss: 0.325891
[24] valid_0's auc: 0.910648 valid_0's binary_logloss: 0.326994 valid_1's auc: 0.908071 valid_1's binary_logloss: 0.324484
[25] valid_0's auc: 0.911167 valid_0's binary_logloss: 0.325209 valid_1's auc: 0.908139 valid_1's binary_logloss: 0.323336
[26] valid_0's auc: 0.911793 valid_0's binary_logloss: 0.3234 valid_1's auc: 0.908344 valid_1's binary_logloss: 0.322211
[27] valid_0's auc: 0.912343 valid_0's binary_logloss: 0.321816 valid_1's auc: 0.908461 valid_1's binary_logloss: 0.321367
[28] valid_0's auc: 0.912823 valid_0's binary_logloss: 0.320473 valid_1's auc: 0.908591 valid_1's binary_logloss: 0.32059
[29] valid_0's auc: 0.913392 valid_0's binary_logloss: 0.31905 valid_1's auc: 0.908429 valid_1's binary_logloss: 0.320199
[30] valid_0's auc: 0.913783 valid_0's binary_logloss: 0.317803 valid_1's auc: 0.908381 valid_1's binary_logloss: 0.319699
[31] valid_0's auc: 0.914299 valid_0's binary_logloss: 0.316516 valid_1's auc: 0.908524 valid_1's binary_logloss: 0.319061
[32] valid_0's auc: 0.91474 valid_0's binary_logloss: 0.31538 valid_1's auc: 0.90856 valid_1's binary_logloss: 0.31856
[33] valid_0's auc: 0.915288 valid_0's binary_logloss: 0.314177 valid_1's auc: 0.908495 valid_1's binary_logloss: 0.318255
[34] valid_0's auc: 0.915715 valid_0's binary_logloss: 0.313181 valid_1's auc: 0.908632 valid_1's binary_logloss: 0.317799
[35] valid_0's auc: 0.9161 valid_0's binary_logloss: 0.312164 valid_1's auc: 0.908764 valid_1's binary_logloss: 0.317349
[36] valid_0's auc: 0.916425 valid_0's binary_logloss: 0.311339 valid_1's auc: 0.908872 valid_1's binary_logloss: 0.31695
[37] valid_0's auc: 0.916845 valid_0's binary_logloss: 0.310432 valid_1's auc: 0.908969 valid_1's binary_logloss: 0.316533
[38] valid_0's auc: 0.917237 valid_0's binary_logloss: 0.309561 valid_1's auc: 0.909074 valid_1's binary_logloss: 0.316221
[39] valid_0's auc: 0.917669 valid_0's binary_logloss: 0.308602 valid_1's auc: 0.909163 valid_1's binary_logloss: 0.315781
[40] valid_0's auc: 0.918179 valid_0's binary_logloss: 0.307636 valid_1's auc: 0.909047 valid_1's binary_logloss: 0.315717
[41] valid_0's auc: 0.918577 valid_0's binary_logloss: 0.30689 valid_1's auc: 0.909046 valid_1's binary_logloss: 0.315612
[42] valid_0's auc: 0.918755 valid_0's binary_logloss: 0.306455 valid_1's auc: 0.909038 valid_1's binary_logloss: 0.315502
[43] valid_0's auc: 0.919205 valid_0's binary_logloss: 0.305561 valid_1's auc: 0.90899 valid_1's binary_logloss: 0.315422
[44] valid_0's auc: 0.919622 valid_0's binary_logloss: 0.304748 valid_1's auc: 0.908961 valid_1's binary_logloss: 0.315353
[45] valid_0's auc: 0.920027 valid_0's binary_logloss: 0.303928 valid_1's auc: 0.909017 valid_1's binary_logloss: 0.315198
[46] valid_0's auc: 0.920432 valid_0's binary_logloss: 0.303174 valid_1's auc: 0.908933 valid_1's binary_logloss: 0.315189
[47] valid_0's auc: 0.920849 valid_0's binary_logloss: 0.302442 valid_1's auc: 0.908971 valid_1's binary_logloss: 0.315111
[48] valid_0's auc: 0.921409 valid_0's binary_logloss: 0.301489 valid_1's auc: 0.909006 valid_1's binary_logloss: 0.314986
[49] valid_0's auc: 0.921715 valid_0's binary_logloss: 0.300878 valid_1's auc: 0.909029 valid_1's binary_logloss: 0.314863
[50] valid_0's auc: 0.922034 valid_0's binary_logloss: 0.300275 valid_1's auc: 0.908989 valid_1's binary_logloss: 0.314831
[51] valid_0's auc: 0.9224 valid_0's binary_logloss: 0.299547 valid_1's auc: 0.909016 valid_1's binary_logloss: 0.314717
[52] valid_0's auc: 0.922692 valid_0's binary_logloss: 0.298997 valid_1's auc: 0.908923 valid_1's binary_logloss: 0.314803
[53] valid_0's auc: 0.923019 valid_0's binary_logloss: 0.298347 valid_1's auc: 0.909062 valid_1's binary_logloss: 0.314544
[54] valid_0's auc: 0.92336 valid_0's binary_logloss: 0.297748 valid_1's auc: 0.909087 valid_1's binary_logloss: 0.314504
[55] valid_0's auc: 0.923639 valid_0's binary_logloss: 0.29719 valid_1's auc: 0.909156 valid_1's binary_logloss: 0.314323
[56] valid_0's auc: 0.923999 valid_0's binary_logloss: 0.296552 valid_1's auc: 0.909175 valid_1's binary_logloss: 0.314269
[57] valid_0's auc: 0.924344 valid_0's binary_logloss: 0.295942 valid_1's auc: 0.909157 valid_1's binary_logloss: 0.314281
[58] valid_0's auc: 0.924564 valid_0's binary_logloss: 0.295517 valid_1's auc: 0.909147 valid_1's binary_logloss: 0.314254
[59] valid_0's auc: 0.924814 valid_0's binary_logloss: 0.295033 valid_1's auc: 0.90902 valid_1's binary_logloss: 0.314378
[60] valid_0's auc: 0.925184 valid_0's binary_logloss: 0.294379 valid_1's auc: 0.909002 valid_1's binary_logloss: 0.314372
[61] valid_0's auc: 0.925428 valid_0's binary_logloss: 0.293944 valid_1's auc: 0.909006 valid_1's binary_logloss: 0.314346
[62] valid_0's auc: 0.925667 valid_0's binary_logloss: 0.293427 valid_1's auc: 0.908909 valid_1's binary_logloss: 0.314423
[63] valid_0's auc: 0.925996 valid_0's binary_logloss: 0.292878 valid_1's auc: 0.908864 valid_1's binary_logloss: 0.31447
[64] valid_0's auc: 0.926222 valid_0's binary_logloss: 0.292382 valid_1's auc: 0.908875 valid_1's binary_logloss: 0.314407
[65] valid_0's auc: 0.926482 valid_0's binary_logloss: 0.291895 valid_1's auc: 0.908872 valid_1's binary_logloss: 0.314397
[66] valid_0's auc: 0.926725 valid_0's binary_logloss: 0.291464 valid_1's auc: 0.908826 valid_1's binary_logloss: 0.314453
[67] valid_0's auc: 0.92696 valid_0's binary_logloss: 0.291004 valid_1's auc: 0.908853 valid_1's binary_logloss: 0.314418
[68] valid_0's auc: 0.927209 valid_0's binary_logloss: 0.290539 valid_1's auc: 0.908793 valid_1's binary_logloss: 0.314518
[69] valid_0's auc: 0.92753 valid_0's binary_logloss: 0.290003 valid_1's auc: 0.908588 valid_1's binary_logloss: 0.314824
[70] valid_0's auc: 0.927758 valid_0's binary_logloss: 0.289565 valid_1's auc: 0.908556 valid_1's binary_logloss: 0.31484
[71] valid_0's auc: 0.928008 valid_0's binary_logloss: 0.289084 valid_1's auc: 0.908522 valid_1's binary_logloss: 0.314872
[72] valid_0's auc: 0.928203 valid_0's binary_logloss: 0.288755 valid_1's auc: 0.908512 valid_1's binary_logloss: 0.314879
[73] valid_0's auc: 0.928438 valid_0's binary_logloss: 0.288347 valid_1's auc: 0.90851 valid_1's binary_logloss: 0.314864
[74] valid_0's auc: 0.928774 valid_0's binary_logloss: 0.287737 valid_1's auc: 0.908458 valid_1's binary_logloss: 0.314957
[75] valid_0's auc: 0.928862 valid_0's binary_logloss: 0.287563 valid_1's auc: 0.908459 valid_1's binary_logloss: 0.314956
[76] valid_0's auc: 0.929142 valid_0's binary_logloss: 0.287076 valid_1's auc: 0.908395 valid_1's binary_logloss: 0.315029
[77] valid_0's auc: 0.929407 valid_0's binary_logloss: 0.286613 valid_1's auc: 0.90835 valid_1's binary_logloss: 0.315127
[78] valid_0's auc: 0.929552 valid_0's binary_logloss: 0.286381 valid_1's auc: 0.908322 valid_1's binary_logloss: 0.315166
[79] valid_0's auc: 0.929798 valid_0's binary_logloss: 0.28593 valid_1's auc: 0.908256 valid_1's binary_logloss: 0.315335
[80] valid_0's auc: 0.929995 valid_0's binary_logloss: 0.285577 valid_1's auc: 0.90817 valid_1's binary_logloss: 0.315515
[81] valid_0's auc: 0.930165 valid_0's binary_logloss: 0.285294 valid_1's auc: 0.908103 valid_1's binary_logloss: 0.3156
[82] valid_0's auc: 0.9304 valid_0's binary_logloss: 0.284896 valid_1's auc: 0.90815 valid_1's binary_logloss: 0.315556
[83] valid_0's auc: 0.930624 valid_0's binary_logloss: 0.284465 valid_1's auc: 0.908238 valid_1's binary_logloss: 0.315451
[84] valid_0's auc: 0.930826 valid_0's binary_logloss: 0.284076 valid_1's auc: 0.908101 valid_1's binary_logloss: 0.315717
[85] valid_0's auc: 0.93117 valid_0's binary_logloss: 0.283493 valid_1's auc: 0.908034 valid_1's binary_logloss: 0.315812
[86] valid_0's auc: 0.931416 valid_0's binary_logloss: 0.283041 valid_1's auc: 0.90797 valid_1's binary_logloss: 0.315913
[87] valid_0's auc: 0.931605 valid_0's binary_logloss: 0.282724 valid_1's auc: 0.907896 valid_1's binary_logloss: 0.316044
[88] valid_0's auc: 0.931715 valid_0's binary_logloss: 0.282556 valid_1's auc: 0.907856 valid_1's binary_logloss: 0.316113
[89] valid_0's auc: 0.931992 valid_0's binary_logloss: 0.282102 valid_1's auc: 0.907839 valid_1's binary_logloss: 0.31618
[90] valid_0's auc: 0.93223 valid_0's binary_logloss: 0.281669 valid_1's auc: 0.907764 valid_1's binary_logloss: 0.31632
[91] valid_0's auc: 0.932531 valid_0's binary_logloss: 0.281184 valid_1's auc: 0.907522 valid_1's binary_logloss: 0.316653
[92] valid_0's auc: 0.932673 valid_0's binary_logloss: 0.280819 valid_1's auc: 0.907415 valid_1's binary_logloss: 0.316863
[93] valid_0's auc: 0.932916 valid_0's binary_logloss: 0.280403 valid_1's auc: 0.907273 valid_1's binary_logloss: 0.317108
[94] valid_0's auc: 0.933116 valid_0's binary_logloss: 0.28003 valid_1's auc: 0.907251 valid_1's binary_logloss: 0.317135
[95] valid_0's auc: 0.933326 valid_0's binary_logloss: 0.279648 valid_1's auc: 0.907274 valid_1's binary_logloss: 0.317099
[96] valid_0's auc: 0.933386 valid_0's binary_logloss: 0.279528 valid_1's auc: 0.907252 valid_1's binary_logloss: 0.317148
[97] valid_0's auc: 0.933536 valid_0's binary_logloss: 0.279258 valid_1's auc: 0.907211 valid_1's binary_logloss: 0.317271
[98] valid_0's auc: 0.933803 valid_0's binary_logloss: 0.278734 valid_1's auc: 0.907188 valid_1's binary_logloss: 0.317344
[99] valid_0's auc: 0.934009 valid_0's binary_logloss: 0.278361 valid_1's auc: 0.907171 valid_1's binary_logloss: 0.317475
[100] valid_0's auc: 0.934166 valid_0's binary_logloss: 0.278061 valid_1's auc: 0.907056 valid_1's binary_logloss: 0.31771
[101] valid_0's auc: 0.934364 valid_0's binary_logloss: 0.277693 valid_1's auc: 0.906999 valid_1's binary_logloss: 0.317807
[102] valid_0's auc: 0.934539 valid_0's binary_logloss: 0.27737 valid_1's auc: 0.907043 valid_1's binary_logloss: 0.317724
[103] valid_0's auc: 0.934885 valid_0's binary_logloss: 0.276834 valid_1's auc: 0.907086 valid_1's binary_logloss: 0.317614
[104] valid_0's auc: 0.935079 valid_0's binary_logloss: 0.276475 valid_1's auc: 0.907063 valid_1's binary_logloss: 0.317724
[105] valid_0's auc: 0.935347 valid_0's binary_logloss: 0.276009 valid_1's auc: 0.907193 valid_1's binary_logloss: 0.317555
[106] valid_0's auc: 0.935599 valid_0's binary_logloss: 0.275522 valid_1's auc: 0.907162 valid_1's binary_logloss: 0.317615
[107] valid_0's auc: 0.935806 valid_0's binary_logloss: 0.275167 valid_1's auc: 0.907044 valid_1's binary_logloss: 0.317811
[108] valid_0's auc: 0.935959 valid_0's binary_logloss: 0.274905 valid_1's auc: 0.907016 valid_1's binary_logloss: 0.317888
[109] valid_0's auc: 0.936196 valid_0's binary_logloss: 0.274505 valid_1's auc: 0.906963 valid_1's binary_logloss: 0.317999
[110] valid_0's auc: 0.936392 valid_0's binary_logloss: 0.27414 valid_1's auc: 0.906969 valid_1's binary_logloss: 0.318048
[111] valid_0's auc: 0.93661 valid_0's binary_logloss: 0.273757 valid_1's auc: 0.90687 valid_1's binary_logloss: 0.318233
[112] valid_0's auc: 0.936781 valid_0's binary_logloss: 0.273429 valid_1's auc: 0.906912 valid_1's binary_logloss: 0.318199
[113] valid_0's auc: 0.936975 valid_0's binary_logloss: 0.273086 valid_1's auc: 0.907085 valid_1's binary_logloss: 0.317949
[114] valid_0's auc: 0.93716 valid_0's binary_logloss: 0.272753 valid_1's auc: 0.907101 valid_1's binary_logloss: 0.318002
[115] valid_0's auc: 0.937341 valid_0's binary_logloss: 0.27244 valid_1's auc: 0.90704 valid_1's binary_logloss: 0.318104
[116] valid_0's auc: 0.937502 valid_0's binary_logloss: 0.272148 valid_1's auc: 0.907083 valid_1's binary_logloss: 0.318063
[117] valid_0's auc: 0.9376 valid_0's binary_logloss: 0.271972 valid_1's auc: 0.906994 valid_1's binary_logloss: 0.318223
[118] valid_0's auc: 0.937714 valid_0's binary_logloss: 0.271783 valid_1's auc: 0.906942 valid_1's binary_logloss: 0.318312
[119] valid_0's auc: 0.937767 valid_0's binary_logloss: 0.271675 valid_1's auc: 0.906918 valid_1's binary_logloss: 0.31835
[120] valid_0's auc: 0.937901 valid_0's binary_logloss: 0.271427 valid_1's auc: 0.906913 valid_1's binary_logloss: 0.318384
[121] valid_0's auc: 0.938139 valid_0's binary_logloss: 0.271001 valid_1's auc: 0.90696 valid_1's binary_logloss: 0.318385
[122] valid_0's auc: 0.938291 valid_0's binary_logloss: 0.270745 valid_1's auc: 0.906932 valid_1's binary_logloss: 0.318413
[123] valid_0's auc: 0.938433 valid_0's binary_logloss: 0.270483 valid_1's auc: 0.906909 valid_1's binary_logloss: 0.318496
[124] valid_0's auc: 0.938565 valid_0's binary_logloss: 0.270222 valid_1's auc: 0.906875 valid_1's binary_logloss: 0.318566
[125] valid_0's auc: 0.938683 valid_0's binary_logloss: 0.269992 valid_1's auc: 0.9069 valid_1's binary_logloss: 0.318551
[126] valid_0's auc: 0.938887 valid_0's binary_logloss: 0.26965 valid_1's auc: 0.90685 valid_1's binary_logloss: 0.318645
[127] valid_0's auc: 0.938994 valid_0's binary_logloss: 0.269391 valid_1's auc: 0.906859 valid_1's binary_logloss: 0.318667
[128] valid_0's auc: 0.939173 valid_0's binary_logloss: 0.269074 valid_1's auc: 0.906713 valid_1's binary_logloss: 0.318908
[129] valid_0's auc: 0.939432 valid_0's binary_logloss: 0.268601 valid_1's auc: 0.906849 valid_1's binary_logloss: 0.318696
[130] valid_0's auc: 0.939638 valid_0's binary_logloss: 0.268221 valid_1's auc: 0.906795 valid_1's binary_logloss: 0.318817
[131] valid_0's auc: 0.939786 valid_0's binary_logloss: 0.267956 valid_1's auc: 0.90673 valid_1's binary_logloss: 0.318959
[132] valid_0's auc: 0.940027 valid_0's binary_logloss: 0.267552 valid_1's auc: 0.906614 valid_1's binary_logloss: 0.319133
[133] valid_0's auc: 0.940227 valid_0's binary_logloss: 0.267185 valid_1's auc: 0.906567 valid_1's binary_logloss: 0.319237
[134] valid_0's auc: 0.940329 valid_0's binary_logloss: 0.266997 valid_1's auc: 0.906575 valid_1's binary_logloss: 0.319333
[135] valid_0's auc: 0.940532 valid_0's binary_logloss: 0.266634 valid_1's auc: 0.906603 valid_1's binary_logloss: 0.319358
[136] valid_0's auc: 0.940696 valid_0's binary_logloss: 0.26632 valid_1's auc: 0.906522 valid_1's binary_logloss: 0.319537
[137] valid_0's auc: 0.940889 valid_0's binary_logloss: 0.265947 valid_1's auc: 0.906387 valid_1's binary_logloss: 0.319788
[138] valid_0's auc: 0.940963 valid_0's binary_logloss: 0.265791 valid_1's auc: 0.906399 valid_1's binary_logloss: 0.319791
[139] valid_0's auc: 0.941217 valid_0's binary_logloss: 0.265342 valid_1's auc: 0.906269 valid_1's binary_logloss: 0.319993
[140] valid_0's auc: 0.941362 valid_0's binary_logloss: 0.265059 valid_1's auc: 0.90624 valid_1's binary_logloss: 0.320087
[141] valid_0's auc: 0.941468 valid_0's binary_logloss: 0.26486 valid_1's auc: 0.906128 valid_1's binary_logloss: 0.320288
[142] valid_0's auc: 0.941614 valid_0's binary_logloss: 0.264566 valid_1's auc: 0.906025 valid_1's binary_logloss: 0.320515
[143] valid_0's auc: 0.941739 valid_0's binary_logloss: 0.264323 valid_1's auc: 0.905944 valid_1's binary_logloss: 0.320684
[144] valid_0's auc: 0.941944 valid_0's binary_logloss: 0.263955 valid_1's auc: 0.905822 valid_1's binary_logloss: 0.320915
[145] valid_0's auc: 0.942136 valid_0's binary_logloss: 0.263569 valid_1's auc: 0.905748 valid_1's binary_logloss: 0.321061
[146] valid_0's auc: 0.942312 valid_0's binary_logloss: 0.263196 valid_1's auc: 0.905691 valid_1's binary_logloss: 0.321189
[147] valid_0's auc: 0.942489 valid_0's binary_logloss: 0.262897 valid_1's auc: 0.905657 valid_1's binary_logloss: 0.321295
[148] valid_0's auc: 0.94266 valid_0's binary_logloss: 0.262569 valid_1's auc: 0.905523 valid_1's binary_logloss: 0.321516
[149] valid_0's auc: 0.942884 valid_0's binary_logloss: 0.262177 valid_1's auc: 0.905403 valid_1's binary_logloss: 0.321759
[150] valid_0's auc: 0.94307 valid_0's binary_logloss: 0.261803 valid_1's auc: 0.905336 valid_1's binary_logloss: 0.321881
[151] valid_0's auc: 0.943142 valid_0's binary_logloss: 0.261649 valid_1's auc: 0.905196 valid_1's binary_logloss: 0.322075
[152] valid_0's auc: 0.943333 valid_0's binary_logloss: 0.26132 valid_1's auc: 0.905221 valid_1's binary_logloss: 0.322054
[153] valid_0's auc: 0.943484 valid_0's binary_logloss: 0.261045 valid_1's auc: 0.905133 valid_1's binary_logloss: 0.322201
[154] valid_0's auc: 0.943625 valid_0's binary_logloss: 0.260773 valid_1's auc: 0.905127 valid_1's binary_logloss: 0.322292
[155] valid_0's auc: 0.943803 valid_0's binary_logloss: 0.260451 valid_1's auc: 0.905017 valid_1's binary_logloss: 0.322437
[156] valid_0's auc: 0.943973 valid_0's binary_logloss: 0.260147 valid_1's auc: 0.904931 valid_1's binary_logloss: 0.322598
Early stopping, best iteration is:
[56] valid_0's auc: 0.923999 valid_0's binary_logloss: 0.296552 valid_1's auc: 0.909175 valid_1's binary_logloss: 0.314269
[1] valid_0's auc: 0.887968 valid_0's binary_logloss: 0.516768 valid_1's auc: 0.895544 valid_1's binary_logloss: 0.50753
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891765 valid_0's binary_logloss: 0.487735 valid_1's auc: 0.899568 valid_1's binary_logloss: 0.477309
[3] valid_0's auc: 0.892862 valid_0's binary_logloss: 0.46446 valid_1's auc: 0.901473 valid_1's binary_logloss: 0.453476
[4] valid_0's auc: 0.894319 valid_0's binary_logloss: 0.445017 valid_1's auc: 0.900978 valid_1's binary_logloss: 0.434504
[5] valid_0's auc: 0.894429 valid_0's binary_logloss: 0.429143 valid_1's auc: 0.901054 valid_1's binary_logloss: 0.418425
[6] valid_0's auc: 0.895715 valid_0's binary_logloss: 0.415531 valid_1's auc: 0.902036 valid_1's binary_logloss: 0.404972
[7] valid_0's auc: 0.899511 valid_0's binary_logloss: 0.403934 valid_1's auc: 0.90367 valid_1's binary_logloss: 0.393802
[8] valid_0's auc: 0.900147 valid_0's binary_logloss: 0.39396 valid_1's auc: 0.903745 valid_1's binary_logloss: 0.384144
[9] valid_0's auc: 0.901231 valid_0's binary_logloss: 0.385144 valid_1's auc: 0.904038 valid_1's binary_logloss: 0.375981
[10] valid_0's auc: 0.901867 valid_0's binary_logloss: 0.377458 valid_1's auc: 0.904795 valid_1's binary_logloss: 0.368387
[11] valid_0's auc: 0.902896 valid_0's binary_logloss: 0.370583 valid_1's auc: 0.905303 valid_1's binary_logloss: 0.361999
[12] valid_0's auc: 0.903488 valid_0's binary_logloss: 0.36458 valid_1's auc: 0.905294 valid_1's binary_logloss: 0.356463
[13] valid_0's auc: 0.904282 valid_0's binary_logloss: 0.359323 valid_1's auc: 0.90556 valid_1's binary_logloss: 0.351759
[14] valid_0's auc: 0.905024 valid_0's binary_logloss: 0.354518 valid_1's auc: 0.905903 valid_1's binary_logloss: 0.347369
[15] valid_0's auc: 0.905556 valid_0's binary_logloss: 0.350322 valid_1's auc: 0.905957 valid_1's binary_logloss: 0.343715
[16] valid_0's auc: 0.906568 valid_0's binary_logloss: 0.346519 valid_1's auc: 0.906095 valid_1's binary_logloss: 0.340861
[17] valid_0's auc: 0.907157 valid_0's binary_logloss: 0.343169 valid_1's auc: 0.906578 valid_1's binary_logloss: 0.337949
[18] valid_0's auc: 0.907969 valid_0's binary_logloss: 0.339887 valid_1's auc: 0.906723 valid_1's binary_logloss: 0.335404
[19] valid_0's auc: 0.908662 valid_0's binary_logloss: 0.336987 valid_1's auc: 0.907216 valid_1's binary_logloss: 0.33297
[20] valid_0's auc: 0.909672 valid_0's binary_logloss: 0.334088 valid_1's auc: 0.907613 valid_1's binary_logloss: 0.330837
[21] valid_0's auc: 0.910329 valid_0's binary_logloss: 0.331571 valid_1's auc: 0.907727 valid_1's binary_logloss: 0.329005
[22] valid_0's auc: 0.910853 valid_0's binary_logloss: 0.329318 valid_1's auc: 0.908381 valid_1's binary_logloss: 0.326895
[23] valid_0's auc: 0.911516 valid_0's binary_logloss: 0.327129 valid_1's auc: 0.908399 valid_1's binary_logloss: 0.325605
[24] valid_0's auc: 0.912071 valid_0's binary_logloss: 0.325197 valid_1's auc: 0.908429 valid_1's binary_logloss: 0.324533
[25] valid_0's auc: 0.912565 valid_0's binary_logloss: 0.32346 valid_1's auc: 0.908595 valid_1's binary_logloss: 0.323367
[26] valid_0's auc: 0.913085 valid_0's binary_logloss: 0.321718 valid_1's auc: 0.908727 valid_1's binary_logloss: 0.32235
[27] valid_0's auc: 0.913463 valid_0's binary_logloss: 0.320353 valid_1's auc: 0.908852 valid_1's binary_logloss: 0.321517
[28] valid_0's auc: 0.914088 valid_0's binary_logloss: 0.318707 valid_1's auc: 0.909042 valid_1's binary_logloss: 0.320658
[29] valid_0's auc: 0.914559 valid_0's binary_logloss: 0.317334 valid_1's auc: 0.909145 valid_1's binary_logloss: 0.319981
[30] valid_0's auc: 0.915013 valid_0's binary_logloss: 0.316039 valid_1's auc: 0.909088 valid_1's binary_logloss: 0.319471
[31] valid_0's auc: 0.91547 valid_0's binary_logloss: 0.314866 valid_1's auc: 0.909123 valid_1's binary_logloss: 0.318967
[32] valid_0's auc: 0.915905 valid_0's binary_logloss: 0.313722 valid_1's auc: 0.909153 valid_1's binary_logloss: 0.318498
[33] valid_0's auc: 0.916402 valid_0's binary_logloss: 0.312547 valid_1's auc: 0.909364 valid_1's binary_logloss: 0.317857
[34] valid_0's auc: 0.916782 valid_0's binary_logloss: 0.31151 valid_1's auc: 0.909342 valid_1's binary_logloss: 0.317474
[35] valid_0's auc: 0.917186 valid_0's binary_logloss: 0.310488 valid_1's auc: 0.909467 valid_1's binary_logloss: 0.317096
[36] valid_0's auc: 0.917615 valid_0's binary_logloss: 0.309427 valid_1's auc: 0.909486 valid_1's binary_logloss: 0.316717
[37] valid_0's auc: 0.917959 valid_0's binary_logloss: 0.308601 valid_1's auc: 0.909527 valid_1's binary_logloss: 0.31637
[38] valid_0's auc: 0.91833 valid_0's binary_logloss: 0.307708 valid_1's auc: 0.909553 valid_1's binary_logloss: 0.316097
[39] valid_0's auc: 0.918721 valid_0's binary_logloss: 0.306879 valid_1's auc: 0.909549 valid_1's binary_logloss: 0.315931
[40] valid_0's auc: 0.919214 valid_0's binary_logloss: 0.305938 valid_1's auc: 0.909569 valid_1's binary_logloss: 0.315667
[41] valid_0's auc: 0.919596 valid_0's binary_logloss: 0.305087 valid_1's auc: 0.909558 valid_1's binary_logloss: 0.315512
[42] valid_0's auc: 0.919962 valid_0's binary_logloss: 0.304323 valid_1's auc: 0.909634 valid_1's binary_logloss: 0.315282
[43] valid_0's auc: 0.920261 valid_0's binary_logloss: 0.303672 valid_1's auc: 0.909642 valid_1's binary_logloss: 0.315116
[44] valid_0's auc: 0.920662 valid_0's binary_logloss: 0.302854 valid_1's auc: 0.909586 valid_1's binary_logloss: 0.315123
[45] valid_0's auc: 0.921081 valid_0's binary_logloss: 0.301985 valid_1's auc: 0.909671 valid_1's binary_logloss: 0.314883
[46] valid_0's auc: 0.92143 valid_0's binary_logloss: 0.301287 valid_1's auc: 0.909588 valid_1's binary_logloss: 0.314969
[47] valid_0's auc: 0.92185 valid_0's binary_logloss: 0.300487 valid_1's auc: 0.909568 valid_1's binary_logloss: 0.314862
[48] valid_0's auc: 0.922167 valid_0's binary_logloss: 0.299817 valid_1's auc: 0.909503 valid_1's binary_logloss: 0.314899
[49] valid_0's auc: 0.922499 valid_0's binary_logloss: 0.299188 valid_1's auc: 0.909412 valid_1's binary_logloss: 0.314948
[50] valid_0's auc: 0.922769 valid_0's binary_logloss: 0.298591 valid_1's auc: 0.90942 valid_1's binary_logloss: 0.31487
[51] valid_0's auc: 0.923028 valid_0's binary_logloss: 0.298016 valid_1's auc: 0.909417 valid_1's binary_logloss: 0.314789
[52] valid_0's auc: 0.92325 valid_0's binary_logloss: 0.297525 valid_1's auc: 0.909366 valid_1's binary_logloss: 0.314792
[53] valid_0's auc: 0.923583 valid_0's binary_logloss: 0.296929 valid_1's auc: 0.909322 valid_1's binary_logloss: 0.314853
[54] valid_0's auc: 0.923883 valid_0's binary_logloss: 0.29637 valid_1's auc: 0.90937 valid_1's binary_logloss: 0.314759
[55] valid_0's auc: 0.924151 valid_0's binary_logloss: 0.295834 valid_1's auc: 0.909512 valid_1's binary_logloss: 0.314504
[56] valid_0's auc: 0.924447 valid_0's binary_logloss: 0.295236 valid_1's auc: 0.909387 valid_1's binary_logloss: 0.314599
[57] valid_0's auc: 0.92469 valid_0's binary_logloss: 0.294835 valid_1's auc: 0.909312 valid_1's binary_logloss: 0.314692
[58] valid_0's auc: 0.924978 valid_0's binary_logloss: 0.294298 valid_1's auc: 0.909376 valid_1's binary_logloss: 0.314614
[59] valid_0's auc: 0.92525 valid_0's binary_logloss: 0.293785 valid_1's auc: 0.909413 valid_1's binary_logloss: 0.314573
[60] valid_0's auc: 0.925491 valid_0's binary_logloss: 0.293351 valid_1's auc: 0.909277 valid_1's binary_logloss: 0.314769
[61] valid_0's auc: 0.925811 valid_0's binary_logloss: 0.292779 valid_1's auc: 0.909305 valid_1's binary_logloss: 0.31473
[62] valid_0's auc: 0.926232 valid_0's binary_logloss: 0.292119 valid_1's auc: 0.909224 valid_1's binary_logloss: 0.314874
[63] valid_0's auc: 0.926507 valid_0's binary_logloss: 0.291604 valid_1's auc: 0.909282 valid_1's binary_logloss: 0.314801
[64] valid_0's auc: 0.926781 valid_0's binary_logloss: 0.29112 valid_1's auc: 0.90922 valid_1's binary_logloss: 0.31489
[65] valid_0's auc: 0.927027 valid_0's binary_logloss: 0.290641 valid_1's auc: 0.909225 valid_1's binary_logloss: 0.314843
[66] valid_0's auc: 0.927268 valid_0's binary_logloss: 0.290255 valid_1's auc: 0.909174 valid_1's binary_logloss: 0.314955
[67] valid_0's auc: 0.927615 valid_0's binary_logloss: 0.289645 valid_1's auc: 0.909177 valid_1's binary_logloss: 0.314967
[68] valid_0's auc: 0.927841 valid_0's binary_logloss: 0.289156 valid_1's auc: 0.909193 valid_1's binary_logloss: 0.314937
[69] valid_0's auc: 0.928156 valid_0's binary_logloss: 0.288614 valid_1's auc: 0.909016 valid_1's binary_logloss: 0.315212
[70] valid_0's auc: 0.928588 valid_0's binary_logloss: 0.287949 valid_1's auc: 0.90916 valid_1's binary_logloss: 0.314991
[71] valid_0's auc: 0.928892 valid_0's binary_logloss: 0.287442 valid_1's auc: 0.909099 valid_1's binary_logloss: 0.315088
[72] valid_0's auc: 0.929023 valid_0's binary_logloss: 0.287193 valid_1's auc: 0.909078 valid_1's binary_logloss: 0.315107
[73] valid_0's auc: 0.929329 valid_0's binary_logloss: 0.286701 valid_1's auc: 0.909084 valid_1's binary_logloss: 0.315099
[74] valid_0's auc: 0.929556 valid_0's binary_logloss: 0.286232 valid_1's auc: 0.909048 valid_1's binary_logloss: 0.3152
[75] valid_0's auc: 0.929861 valid_0's binary_logloss: 0.285673 valid_1's auc: 0.908986 valid_1's binary_logloss: 0.31532
[76] valid_0's auc: 0.930189 valid_0's binary_logloss: 0.285142 valid_1's auc: 0.908857 valid_1's binary_logloss: 0.315571
[77] valid_0's auc: 0.930399 valid_0's binary_logloss: 0.284728 valid_1's auc: 0.908845 valid_1's binary_logloss: 0.315576
[78] valid_0's auc: 0.930645 valid_0's binary_logloss: 0.284312 valid_1's auc: 0.908951 valid_1's binary_logloss: 0.315348
[79] valid_0's auc: 0.930901 valid_0's binary_logloss: 0.283869 valid_1's auc: 0.908812 valid_1's binary_logloss: 0.315599
[80] valid_0's auc: 0.931126 valid_0's binary_logloss: 0.283444 valid_1's auc: 0.908857 valid_1's binary_logloss: 0.315577
[81] valid_0's auc: 0.931394 valid_0's binary_logloss: 0.283008 valid_1's auc: 0.908876 valid_1's binary_logloss: 0.315525
[82] valid_0's auc: 0.931579 valid_0's binary_logloss: 0.282706 valid_1's auc: 0.908879 valid_1's binary_logloss: 0.315528
[83] valid_0's auc: 0.931844 valid_0's binary_logloss: 0.282301 valid_1's auc: 0.908808 valid_1's binary_logloss: 0.315657
[84] valid_0's auc: 0.932088 valid_0's binary_logloss: 0.281844 valid_1's auc: 0.908769 valid_1's binary_logloss: 0.315693
[85] valid_0's auc: 0.932298 valid_0's binary_logloss: 0.281441 valid_1's auc: 0.908795 valid_1's binary_logloss: 0.315703
[86] valid_0's auc: 0.93247 valid_0's binary_logloss: 0.281108 valid_1's auc: 0.908714 valid_1's binary_logloss: 0.315849
[87] valid_0's auc: 0.932719 valid_0's binary_logloss: 0.28065 valid_1's auc: 0.908704 valid_1's binary_logloss: 0.315878
[88] valid_0's auc: 0.932935 valid_0's binary_logloss: 0.280274 valid_1's auc: 0.908701 valid_1's binary_logloss: 0.315917
[89] valid_0's auc: 0.933082 valid_0's binary_logloss: 0.279995 valid_1's auc: 0.908618 valid_1's binary_logloss: 0.316062
[90] valid_0's auc: 0.933344 valid_0's binary_logloss: 0.279565 valid_1's auc: 0.908424 valid_1's binary_logloss: 0.316377
[91] valid_0's auc: 0.933567 valid_0's binary_logloss: 0.279171 valid_1's auc: 0.908394 valid_1's binary_logloss: 0.316424
[92] valid_0's auc: 0.933817 valid_0's binary_logloss: 0.27875 valid_1's auc: 0.908285 valid_1's binary_logloss: 0.316582
[93] valid_0's auc: 0.934051 valid_0's binary_logloss: 0.278319 valid_1's auc: 0.908201 valid_1's binary_logloss: 0.316733
[94] valid_0's auc: 0.934234 valid_0's binary_logloss: 0.278004 valid_1's auc: 0.908245 valid_1's binary_logloss: 0.316673
[95] valid_0's auc: 0.9344 valid_0's binary_logloss: 0.277691 valid_1's auc: 0.908146 valid_1's binary_logloss: 0.31691
[96] valid_0's auc: 0.934601 valid_0's binary_logloss: 0.277328 valid_1's auc: 0.908034 valid_1's binary_logloss: 0.317106
[97] valid_0's auc: 0.934782 valid_0's binary_logloss: 0.276996 valid_1's auc: 0.907954 valid_1's binary_logloss: 0.317305
[98] valid_0's auc: 0.934929 valid_0's binary_logloss: 0.276705 valid_1's auc: 0.907881 valid_1's binary_logloss: 0.31743
[99] valid_0's auc: 0.935076 valid_0's binary_logloss: 0.276401 valid_1's auc: 0.907856 valid_1's binary_logloss: 0.31754
[100] valid_0's auc: 0.935297 valid_0's binary_logloss: 0.276022 valid_1's auc: 0.907719 valid_1's binary_logloss: 0.317787
[101] valid_0's auc: 0.935483 valid_0's binary_logloss: 0.275687 valid_1's auc: 0.90776 valid_1's binary_logloss: 0.317757
[102] valid_0's auc: 0.935739 valid_0's binary_logloss: 0.27526 valid_1's auc: 0.907729 valid_1's binary_logloss: 0.317832
[103] valid_0's auc: 0.935939 valid_0's binary_logloss: 0.274892 valid_1's auc: 0.907578 valid_1's binary_logloss: 0.318103
[104] valid_0's auc: 0.936021 valid_0's binary_logloss: 0.274727 valid_1's auc: 0.907529 valid_1's binary_logloss: 0.31818
[105] valid_0's auc: 0.93623 valid_0's binary_logloss: 0.274383 valid_1's auc: 0.907552 valid_1's binary_logloss: 0.318173
[106] valid_0's auc: 0.936313 valid_0's binary_logloss: 0.274222 valid_1's auc: 0.907494 valid_1's binary_logloss: 0.318255
[107] valid_0's auc: 0.936538 valid_0's binary_logloss: 0.273849 valid_1's auc: 0.907395 valid_1's binary_logloss: 0.318435
[108] valid_0's auc: 0.936728 valid_0's binary_logloss: 0.273515 valid_1's auc: 0.907327 valid_1's binary_logloss: 0.31856
[109] valid_0's auc: 0.936842 valid_0's binary_logloss: 0.273321 valid_1's auc: 0.907341 valid_1's binary_logloss: 0.318588
[110] valid_0's auc: 0.937006 valid_0's binary_logloss: 0.27302 valid_1's auc: 0.907319 valid_1's binary_logloss: 0.318684
[111] valid_0's auc: 0.93726 valid_0's binary_logloss: 0.272599 valid_1's auc: 0.907362 valid_1's binary_logloss: 0.318587
[112] valid_0's auc: 0.937335 valid_0's binary_logloss: 0.272447 valid_1's auc: 0.907394 valid_1's binary_logloss: 0.318566
[113] valid_0's auc: 0.937435 valid_0's binary_logloss: 0.272272 valid_1's auc: 0.90733 valid_1's binary_logloss: 0.318674
[114] valid_0's auc: 0.937647 valid_0's binary_logloss: 0.271865 valid_1's auc: 0.907259 valid_1's binary_logloss: 0.318784
[115] valid_0's auc: 0.937904 valid_0's binary_logloss: 0.271417 valid_1's auc: 0.907286 valid_1's binary_logloss: 0.318768
[116] valid_0's auc: 0.938114 valid_0's binary_logloss: 0.271029 valid_1's auc: 0.907215 valid_1's binary_logloss: 0.318884
[117] valid_0's auc: 0.93827 valid_0's binary_logloss: 0.27072 valid_1's auc: 0.907189 valid_1's binary_logloss: 0.319005
[118] valid_0's auc: 0.938429 valid_0's binary_logloss: 0.270421 valid_1's auc: 0.907194 valid_1's binary_logloss: 0.31903
[119] valid_0's auc: 0.938578 valid_0's binary_logloss: 0.27014 valid_1's auc: 0.907105 valid_1's binary_logloss: 0.319181
[120] valid_0's auc: 0.938728 valid_0's binary_logloss: 0.269851 valid_1's auc: 0.907129 valid_1's binary_logloss: 0.319193
[121] valid_0's auc: 0.938883 valid_0's binary_logloss: 0.269553 valid_1's auc: 0.907018 valid_1's binary_logloss: 0.319384
[122] valid_0's auc: 0.939092 valid_0's binary_logloss: 0.269189 valid_1's auc: 0.906872 valid_1's binary_logloss: 0.31964
[123] valid_0's auc: 0.939239 valid_0's binary_logloss: 0.26892 valid_1's auc: 0.906922 valid_1's binary_logloss: 0.319588
[124] valid_0's auc: 0.939435 valid_0's binary_logloss: 0.268585 valid_1's auc: 0.906793 valid_1's binary_logloss: 0.319846
[125] valid_0's auc: 0.939643 valid_0's binary_logloss: 0.268179 valid_1's auc: 0.906724 valid_1's binary_logloss: 0.319991
[126] valid_0's auc: 0.939878 valid_0's binary_logloss: 0.267727 valid_1's auc: 0.906626 valid_1's binary_logloss: 0.32017
[127] valid_0's auc: 0.940041 valid_0's binary_logloss: 0.267408 valid_1's auc: 0.906565 valid_1's binary_logloss: 0.320258
[128] valid_0's auc: 0.940213 valid_0's binary_logloss: 0.267094 valid_1's auc: 0.906408 valid_1's binary_logloss: 0.320551
[129] valid_0's auc: 0.940472 valid_0's binary_logloss: 0.266673 valid_1's auc: 0.906303 valid_1's binary_logloss: 0.320736
[130] valid_0's auc: 0.940599 valid_0's binary_logloss: 0.266403 valid_1's auc: 0.906308 valid_1's binary_logloss: 0.320749
[131] valid_0's auc: 0.9408 valid_0's binary_logloss: 0.266038 valid_1's auc: 0.90625 valid_1's binary_logloss: 0.320875
[132] valid_0's auc: 0.941025 valid_0's binary_logloss: 0.265635 valid_1's auc: 0.906104 valid_1's binary_logloss: 0.321131
[133] valid_0's auc: 0.941163 valid_0's binary_logloss: 0.265371 valid_1's auc: 0.906053 valid_1's binary_logloss: 0.321214
[134] valid_0's auc: 0.941274 valid_0's binary_logloss: 0.265178 valid_1's auc: 0.906033 valid_1's binary_logloss: 0.321227
[135] valid_0's auc: 0.94145 valid_0's binary_logloss: 0.264854 valid_1's auc: 0.905954 valid_1's binary_logloss: 0.321423
[136] valid_0's auc: 0.941626 valid_0's binary_logloss: 0.264555 valid_1's auc: 0.905913 valid_1's binary_logloss: 0.321526
[137] valid_0's auc: 0.941764 valid_0's binary_logloss: 0.264298 valid_1's auc: 0.905876 valid_1's binary_logloss: 0.321587
[138] valid_0's auc: 0.941998 valid_0's binary_logloss: 0.263905 valid_1's auc: 0.905741 valid_1's binary_logloss: 0.321798
[139] valid_0's auc: 0.942137 valid_0's binary_logloss: 0.263585 valid_1's auc: 0.905773 valid_1's binary_logloss: 0.321806
[140] valid_0's auc: 0.942314 valid_0's binary_logloss: 0.263261 valid_1's auc: 0.905664 valid_1's binary_logloss: 0.322003
[141] valid_0's auc: 0.942483 valid_0's binary_logloss: 0.262973 valid_1's auc: 0.905598 valid_1's binary_logloss: 0.322157
[142] valid_0's auc: 0.942616 valid_0's binary_logloss: 0.262687 valid_1's auc: 0.905692 valid_1's binary_logloss: 0.32203
[143] valid_0's auc: 0.942767 valid_0's binary_logloss: 0.2624 valid_1's auc: 0.905667 valid_1's binary_logloss: 0.322112
[144] valid_0's auc: 0.942937 valid_0's binary_logloss: 0.262058 valid_1's auc: 0.90561 valid_1's binary_logloss: 0.322264
[145] valid_0's auc: 0.943116 valid_0's binary_logloss: 0.261722 valid_1's auc: 0.9056 valid_1's binary_logloss: 0.322285
Early stopping, best iteration is:
[45] valid_0's auc: 0.921081 valid_0's binary_logloss: 0.301985 valid_1's auc: 0.909671 valid_1's binary_logloss: 0.314883
[1] valid_0's auc: 0.886951 valid_0's binary_logloss: 0.517075 valid_1's auc: 0.893067 valid_1's binary_logloss: 0.508488
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.88938 valid_0's binary_logloss: 0.488106 valid_1's auc: 0.896263 valid_1's binary_logloss: 0.478809
[3] valid_0's auc: 0.891182 valid_0's binary_logloss: 0.464886 valid_1's auc: 0.896152 valid_1's binary_logloss: 0.455599
[4] valid_0's auc: 0.895894 valid_0's binary_logloss: 0.44539 valid_1's auc: 0.900075 valid_1's binary_logloss: 0.43602
[5] valid_0's auc: 0.896739 valid_0's binary_logloss: 0.42935 valid_1's auc: 0.901125 valid_1's binary_logloss: 0.419645
[6] valid_0's auc: 0.897966 valid_0's binary_logloss: 0.415626 valid_1's auc: 0.901221 valid_1's binary_logloss: 0.406434
[7] valid_0's auc: 0.899512 valid_0's binary_logloss: 0.403958 valid_1's auc: 0.90233 valid_1's binary_logloss: 0.394936
[8] valid_0's auc: 0.900274 valid_0's binary_logloss: 0.393933 valid_1's auc: 0.902651 valid_1's binary_logloss: 0.385157
[9] valid_0's auc: 0.900676 valid_0's binary_logloss: 0.385299 valid_1's auc: 0.902871 valid_1's binary_logloss: 0.376891
[10] valid_0's auc: 0.901657 valid_0's binary_logloss: 0.377584 valid_1's auc: 0.903325 valid_1's binary_logloss: 0.369694
[11] valid_0's auc: 0.902313 valid_0's binary_logloss: 0.370878 valid_1's auc: 0.903737 valid_1's binary_logloss: 0.363398
[12] valid_0's auc: 0.903472 valid_0's binary_logloss: 0.364884 valid_1's auc: 0.90419 valid_1's binary_logloss: 0.35792
[13] valid_0's auc: 0.904409 valid_0's binary_logloss: 0.359658 valid_1's auc: 0.904295 valid_1's binary_logloss: 0.353429
[14] valid_0's auc: 0.905147 valid_0's binary_logloss: 0.35487 valid_1's auc: 0.904454 valid_1's binary_logloss: 0.349213
[15] valid_0's auc: 0.906051 valid_0's binary_logloss: 0.350515 valid_1's auc: 0.904685 valid_1's binary_logloss: 0.345556
[16] valid_0's auc: 0.906807 valid_0's binary_logloss: 0.346706 valid_1's auc: 0.905496 valid_1's binary_logloss: 0.342213
[17] valid_0's auc: 0.907328 valid_0's binary_logloss: 0.343289 valid_1's auc: 0.905865 valid_1's binary_logloss: 0.339192
[18] valid_0's auc: 0.908084 valid_0's binary_logloss: 0.340079 valid_1's auc: 0.906207 valid_1's binary_logloss: 0.336494
[19] valid_0's auc: 0.908583 valid_0's binary_logloss: 0.337307 valid_1's auc: 0.906521 valid_1's binary_logloss: 0.334217
[20] valid_0's auc: 0.909297 valid_0's binary_logloss: 0.334607 valid_1's auc: 0.906821 valid_1's binary_logloss: 0.332118
[21] valid_0's auc: 0.909973 valid_0's binary_logloss: 0.332045 valid_1's auc: 0.907423 valid_1's binary_logloss: 0.329869
[22] valid_0's auc: 0.910689 valid_0's binary_logloss: 0.329736 valid_1's auc: 0.907445 valid_1's binary_logloss: 0.328419
[23] valid_0's auc: 0.91125 valid_0's binary_logloss: 0.32772 valid_1's auc: 0.907486 valid_1's binary_logloss: 0.327031
[24] valid_0's auc: 0.911734 valid_0's binary_logloss: 0.325914 valid_1's auc: 0.907401 valid_1's binary_logloss: 0.326007
[25] valid_0's auc: 0.912237 valid_0's binary_logloss: 0.324151 valid_1's auc: 0.907528 valid_1's binary_logloss: 0.32492
[26] valid_0's auc: 0.912855 valid_0's binary_logloss: 0.322348 valid_1's auc: 0.907706 valid_1's binary_logloss: 0.323853
[27] valid_0's auc: 0.913351 valid_0's binary_logloss: 0.320751 valid_1's auc: 0.907926 valid_1's binary_logloss: 0.322916
[28] valid_0's auc: 0.913918 valid_0's binary_logloss: 0.319267 valid_1's auc: 0.908082 valid_1's binary_logloss: 0.322092
[29] valid_0's auc: 0.914317 valid_0's binary_logloss: 0.317929 valid_1's auc: 0.907999 valid_1's binary_logloss: 0.321585
[30] valid_0's auc: 0.914775 valid_0's binary_logloss: 0.316624 valid_1's auc: 0.907986 valid_1's binary_logloss: 0.321139
[31] valid_0's auc: 0.915234 valid_0's binary_logloss: 0.315369 valid_1's auc: 0.907906 valid_1's binary_logloss: 0.320746
[32] valid_0's auc: 0.915573 valid_0's binary_logloss: 0.314259 valid_1's auc: 0.907857 valid_1's binary_logloss: 0.320417
[33] valid_0's auc: 0.916083 valid_0's binary_logloss: 0.31316 valid_1's auc: 0.907765 valid_1's binary_logloss: 0.320248
[34] valid_0's auc: 0.91653 valid_0's binary_logloss: 0.312094 valid_1's auc: 0.907848 valid_1's binary_logloss: 0.319838
[35] valid_0's auc: 0.916919 valid_0's binary_logloss: 0.311069 valid_1's auc: 0.907794 valid_1's binary_logloss: 0.319583
[36] valid_0's auc: 0.917504 valid_0's binary_logloss: 0.30988 valid_1's auc: 0.907767 valid_1's binary_logloss: 0.319455
[37] valid_0's auc: 0.917825 valid_0's binary_logloss: 0.309029 valid_1's auc: 0.907587 valid_1's binary_logloss: 0.319415
[38] valid_0's auc: 0.91823 valid_0's binary_logloss: 0.308097 valid_1's auc: 0.907774 valid_1's binary_logloss: 0.318928
[39] valid_0's auc: 0.918545 valid_0's binary_logloss: 0.307294 valid_1's auc: 0.907692 valid_1's binary_logloss: 0.318778
[40] valid_0's auc: 0.918951 valid_0's binary_logloss: 0.306507 valid_1's auc: 0.907562 valid_1's binary_logloss: 0.318828
[41] valid_0's auc: 0.91937 valid_0's binary_logloss: 0.305627 valid_1's auc: 0.907605 valid_1's binary_logloss: 0.318644
[42] valid_0's auc: 0.91976 valid_0's binary_logloss: 0.304849 valid_1's auc: 0.907597 valid_1's binary_logloss: 0.318495
[43] valid_0's auc: 0.920154 valid_0's binary_logloss: 0.304024 valid_1's auc: 0.907591 valid_1's binary_logloss: 0.318365
[44] valid_0's auc: 0.920458 valid_0's binary_logloss: 0.303364 valid_1's auc: 0.90767 valid_1's binary_logloss: 0.318163
[45] valid_0's auc: 0.920846 valid_0's binary_logloss: 0.30255 valid_1's auc: 0.907536 valid_1's binary_logloss: 0.318234
[46] valid_0's auc: 0.921388 valid_0's binary_logloss: 0.301605 valid_1's auc: 0.907494 valid_1's binary_logloss: 0.318168
[47] valid_0's auc: 0.921741 valid_0's binary_logloss: 0.300956 valid_1's auc: 0.907537 valid_1's binary_logloss: 0.318087
[48] valid_0's auc: 0.922021 valid_0's binary_logloss: 0.300339 valid_1's auc: 0.907561 valid_1's binary_logloss: 0.31805
[49] valid_0's auc: 0.922277 valid_0's binary_logloss: 0.299855 valid_1's auc: 0.907544 valid_1's binary_logloss: 0.318021
[50] valid_0's auc: 0.922684 valid_0's binary_logloss: 0.299075 valid_1's auc: 0.907556 valid_1's binary_logloss: 0.317961
[51] valid_0's auc: 0.923005 valid_0's binary_logloss: 0.298476 valid_1's auc: 0.907465 valid_1's binary_logloss: 0.318069
[52] valid_0's auc: 0.923311 valid_0's binary_logloss: 0.297877 valid_1's auc: 0.907394 valid_1's binary_logloss: 0.318093
[53] valid_0's auc: 0.923717 valid_0's binary_logloss: 0.297146 valid_1's auc: 0.907276 valid_1's binary_logloss: 0.318175
[54] valid_0's auc: 0.924003 valid_0's binary_logloss: 0.296561 valid_1's auc: 0.907393 valid_1's binary_logloss: 0.317938
[55] valid_0's auc: 0.924273 valid_0's binary_logloss: 0.296048 valid_1's auc: 0.907483 valid_1's binary_logloss: 0.317744
[56] valid_0's auc: 0.924676 valid_0's binary_logloss: 0.295318 valid_1's auc: 0.907332 valid_1's binary_logloss: 0.317946
[57] valid_0's auc: 0.925001 valid_0's binary_logloss: 0.294707 valid_1's auc: 0.907312 valid_1's binary_logloss: 0.31797
[58] valid_0's auc: 0.925375 valid_0's binary_logloss: 0.29402 valid_1's auc: 0.907369 valid_1's binary_logloss: 0.317819
[59] valid_0's auc: 0.9255 valid_0's binary_logloss: 0.293748 valid_1's auc: 0.907358 valid_1's binary_logloss: 0.317821
[60] valid_0's auc: 0.925749 valid_0's binary_logloss: 0.293257 valid_1's auc: 0.907292 valid_1's binary_logloss: 0.317946
[61] valid_0's auc: 0.926047 valid_0's binary_logloss: 0.292679 valid_1's auc: 0.907239 valid_1's binary_logloss: 0.318037
[62] valid_0's auc: 0.926356 valid_0's binary_logloss: 0.292127 valid_1's auc: 0.907077 valid_1's binary_logloss: 0.318312
[63] valid_0's auc: 0.92673 valid_0's binary_logloss: 0.291498 valid_1's auc: 0.907058 valid_1's binary_logloss: 0.318411
[64] valid_0's auc: 0.927044 valid_0's binary_logloss: 0.290942 valid_1's auc: 0.907104 valid_1's binary_logloss: 0.318327
[65] valid_0's auc: 0.927314 valid_0's binary_logloss: 0.29045 valid_1's auc: 0.907089 valid_1's binary_logloss: 0.318339
[66] valid_0's auc: 0.927579 valid_0's binary_logloss: 0.289948 valid_1's auc: 0.907182 valid_1's binary_logloss: 0.318207
[67] valid_0's auc: 0.927724 valid_0's binary_logloss: 0.289678 valid_1's auc: 0.90717 valid_1's binary_logloss: 0.318213
[68] valid_0's auc: 0.927985 valid_0's binary_logloss: 0.289184 valid_1's auc: 0.90715 valid_1's binary_logloss: 0.318251
[69] valid_0's auc: 0.928262 valid_0's binary_logloss: 0.288694 valid_1's auc: 0.907036 valid_1's binary_logloss: 0.318459
[70] valid_0's auc: 0.928557 valid_0's binary_logloss: 0.288165 valid_1's auc: 0.906969 valid_1's binary_logloss: 0.318587
[71] valid_0's auc: 0.92888 valid_0's binary_logloss: 0.287556 valid_1's auc: 0.906954 valid_1's binary_logloss: 0.318587
[72] valid_0's auc: 0.929098 valid_0's binary_logloss: 0.287164 valid_1's auc: 0.90674 valid_1's binary_logloss: 0.318951
[73] valid_0's auc: 0.929326 valid_0's binary_logloss: 0.28681 valid_1's auc: 0.906637 valid_1's binary_logloss: 0.319137
[74] valid_0's auc: 0.929678 valid_0's binary_logloss: 0.286225 valid_1's auc: 0.9066 valid_1's binary_logloss: 0.319176
[75] valid_0's auc: 0.929863 valid_0's binary_logloss: 0.285857 valid_1's auc: 0.906521 valid_1's binary_logloss: 0.319288
[76] valid_0's auc: 0.930125 valid_0's binary_logloss: 0.285387 valid_1's auc: 0.906526 valid_1's binary_logloss: 0.319259
[77] valid_0's auc: 0.930301 valid_0's binary_logloss: 0.285025 valid_1's auc: 0.906532 valid_1's binary_logloss: 0.3193
[78] valid_0's auc: 0.930523 valid_0's binary_logloss: 0.284607 valid_1's auc: 0.906509 valid_1's binary_logloss: 0.319352
[79] valid_0's auc: 0.930735 valid_0's binary_logloss: 0.284177 valid_1's auc: 0.906489 valid_1's binary_logloss: 0.319369
[80] valid_0's auc: 0.931025 valid_0's binary_logloss: 0.28366 valid_1's auc: 0.906547 valid_1's binary_logloss: 0.319296
[81] valid_0's auc: 0.931243 valid_0's binary_logloss: 0.283253 valid_1's auc: 0.906463 valid_1's binary_logloss: 0.319448
[82] valid_0's auc: 0.931538 valid_0's binary_logloss: 0.282767 valid_1's auc: 0.906358 valid_1's binary_logloss: 0.319596
[83] valid_0's auc: 0.931777 valid_0's binary_logloss: 0.282346 valid_1's auc: 0.906436 valid_1's binary_logloss: 0.319515
[84] valid_0's auc: 0.932063 valid_0's binary_logloss: 0.281831 valid_1's auc: 0.906407 valid_1's binary_logloss: 0.31957
[85] valid_0's auc: 0.932357 valid_0's binary_logloss: 0.281361 valid_1's auc: 0.906305 valid_1's binary_logloss: 0.319759
[86] valid_0's auc: 0.932545 valid_0's binary_logloss: 0.28101 valid_1's auc: 0.906405 valid_1's binary_logloss: 0.31961
[87] valid_0's auc: 0.932641 valid_0's binary_logloss: 0.280824 valid_1's auc: 0.906367 valid_1's binary_logloss: 0.319719
[88] valid_0's auc: 0.932884 valid_0's binary_logloss: 0.280387 valid_1's auc: 0.906275 valid_1's binary_logloss: 0.319916
[89] valid_0's auc: 0.93302 valid_0's binary_logloss: 0.280147 valid_1's auc: 0.906105 valid_1's binary_logloss: 0.320216
[90] valid_0's auc: 0.93325 valid_0's binary_logloss: 0.279732 valid_1's auc: 0.906073 valid_1's binary_logloss: 0.320288
[91] valid_0's auc: 0.933481 valid_0's binary_logloss: 0.279311 valid_1's auc: 0.906095 valid_1's binary_logloss: 0.32029
[92] valid_0's auc: 0.9337 valid_0's binary_logloss: 0.278931 valid_1's auc: 0.906092 valid_1's binary_logloss: 0.320357
[93] valid_0's auc: 0.933885 valid_0's binary_logloss: 0.27861 valid_1's auc: 0.906003 valid_1's binary_logloss: 0.320577
[94] valid_0's auc: 0.934064 valid_0's binary_logloss: 0.278253 valid_1's auc: 0.906067 valid_1's binary_logloss: 0.320527
[95] valid_0's auc: 0.934218 valid_0's binary_logloss: 0.277965 valid_1's auc: 0.905971 valid_1's binary_logloss: 0.320689
[96] valid_0's auc: 0.934431 valid_0's binary_logloss: 0.277541 valid_1's auc: 0.905837 valid_1's binary_logloss: 0.320955
[97] valid_0's auc: 0.934697 valid_0's binary_logloss: 0.277085 valid_1's auc: 0.905817 valid_1's binary_logloss: 0.320998
[98] valid_0's auc: 0.934809 valid_0's binary_logloss: 0.276898 valid_1's auc: 0.905733 valid_1's binary_logloss: 0.321142
[99] valid_0's auc: 0.934967 valid_0's binary_logloss: 0.276635 valid_1's auc: 0.905753 valid_1's binary_logloss: 0.321125
[100] valid_0's auc: 0.935137 valid_0's binary_logloss: 0.276325 valid_1's auc: 0.905682 valid_1's binary_logloss: 0.321256
[101] valid_0's auc: 0.935382 valid_0's binary_logloss: 0.275869 valid_1's auc: 0.905617 valid_1's binary_logloss: 0.321467
[102] valid_0's auc: 0.93553 valid_0's binary_logloss: 0.275564 valid_1's auc: 0.905524 valid_1's binary_logloss: 0.321629
[103] valid_0's auc: 0.93571 valid_0's binary_logloss: 0.275264 valid_1's auc: 0.905453 valid_1's binary_logloss: 0.321751
[104] valid_0's auc: 0.935965 valid_0's binary_logloss: 0.274845 valid_1's auc: 0.905473 valid_1's binary_logloss: 0.321725
[105] valid_0's auc: 0.936135 valid_0's binary_logloss: 0.27451 valid_1's auc: 0.90527 valid_1's binary_logloss: 0.32205
[106] valid_0's auc: 0.936342 valid_0's binary_logloss: 0.274145 valid_1's auc: 0.905326 valid_1's binary_logloss: 0.322028
[107] valid_0's auc: 0.9364 valid_0's binary_logloss: 0.274043 valid_1's auc: 0.905226 valid_1's binary_logloss: 0.322186
[108] valid_0's auc: 0.936593 valid_0's binary_logloss: 0.273682 valid_1's auc: 0.905321 valid_1's binary_logloss: 0.322071
[109] valid_0's auc: 0.936751 valid_0's binary_logloss: 0.273424 valid_1's auc: 0.905275 valid_1's binary_logloss: 0.322088
[110] valid_0's auc: 0.936973 valid_0's binary_logloss: 0.273036 valid_1's auc: 0.905225 valid_1's binary_logloss: 0.322155
[111] valid_0's auc: 0.937234 valid_0's binary_logloss: 0.272568 valid_1's auc: 0.905107 valid_1's binary_logloss: 0.322427
[112] valid_0's auc: 0.937531 valid_0's binary_logloss: 0.272014 valid_1's auc: 0.905065 valid_1's binary_logloss: 0.322537
[113] valid_0's auc: 0.937727 valid_0's binary_logloss: 0.271664 valid_1's auc: 0.904945 valid_1's binary_logloss: 0.322785
[114] valid_0's auc: 0.937932 valid_0's binary_logloss: 0.271266 valid_1's auc: 0.904823 valid_1's binary_logloss: 0.322972
[115] valid_0's auc: 0.938108 valid_0's binary_logloss: 0.270938 valid_1's auc: 0.904743 valid_1's binary_logloss: 0.323147
[116] valid_0's auc: 0.938294 valid_0's binary_logloss: 0.270575 valid_1's auc: 0.904833 valid_1's binary_logloss: 0.323066
[117] valid_0's auc: 0.938361 valid_0's binary_logloss: 0.270433 valid_1's auc: 0.904784 valid_1's binary_logloss: 0.323155
[118] valid_0's auc: 0.938572 valid_0's binary_logloss: 0.270047 valid_1's auc: 0.904765 valid_1's binary_logloss: 0.323208
[119] valid_0's auc: 0.938786 valid_0's binary_logloss: 0.269671 valid_1's auc: 0.904648 valid_1's binary_logloss: 0.323345
[120] valid_0's auc: 0.938956 valid_0's binary_logloss: 0.269353 valid_1's auc: 0.904628 valid_1's binary_logloss: 0.323428
[121] valid_0's auc: 0.939069 valid_0's binary_logloss: 0.269178 valid_1's auc: 0.904585 valid_1's binary_logloss: 0.323517
[122] valid_0's auc: 0.939228 valid_0's binary_logloss: 0.268855 valid_1's auc: 0.904603 valid_1's binary_logloss: 0.323459
[123] valid_0's auc: 0.939371 valid_0's binary_logloss: 0.268571 valid_1's auc: 0.904602 valid_1's binary_logloss: 0.323494
[124] valid_0's auc: 0.939597 valid_0's binary_logloss: 0.268186 valid_1's auc: 0.904542 valid_1's binary_logloss: 0.323636
[125] valid_0's auc: 0.93966 valid_0's binary_logloss: 0.268064 valid_1's auc: 0.904485 valid_1's binary_logloss: 0.323754
[126] valid_0's auc: 0.939885 valid_0's binary_logloss: 0.267653 valid_1's auc: 0.90437 valid_1's binary_logloss: 0.323973
[127] valid_0's auc: 0.94009 valid_0's binary_logloss: 0.267311 valid_1's auc: 0.904285 valid_1's binary_logloss: 0.324156
[128] valid_0's auc: 0.940268 valid_0's binary_logloss: 0.266948 valid_1's auc: 0.904328 valid_1's binary_logloss: 0.324122
Early stopping, best iteration is:
[28] valid_0's auc: 0.913918 valid_0's binary_logloss: 0.319267 valid_1's auc: 0.908082 valid_1's binary_logloss: 0.322092
[1] valid_0's auc: 0.887462 valid_0's binary_logloss: 0.51703 valid_1's auc: 0.894485 valid_1's binary_logloss: 0.508323
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891154 valid_0's binary_logloss: 0.488204 valid_1's auc: 0.897176 valid_1's binary_logloss: 0.478744
[3] valid_0's auc: 0.891804 valid_0's binary_logloss: 0.465194 valid_1's auc: 0.89747 valid_1's binary_logloss: 0.455444
[4] valid_0's auc: 0.894831 valid_0's binary_logloss: 0.446304 valid_1's auc: 0.89973 valid_1's binary_logloss: 0.436459
[5] valid_0's auc: 0.896638 valid_0's binary_logloss: 0.430189 valid_1's auc: 0.901137 valid_1's binary_logloss: 0.420345
[6] valid_0's auc: 0.897554 valid_0's binary_logloss: 0.416605 valid_1's auc: 0.901277 valid_1's binary_logloss: 0.406735
[7] valid_0's auc: 0.898818 valid_0's binary_logloss: 0.404965 valid_1's auc: 0.902495 valid_1's binary_logloss: 0.395091
[8] valid_0's auc: 0.899599 valid_0's binary_logloss: 0.394892 valid_1's auc: 0.902897 valid_1's binary_logloss: 0.384982
[9] valid_0's auc: 0.900002 valid_0's binary_logloss: 0.386213 valid_1's auc: 0.903464 valid_1's binary_logloss: 0.376485
[10] valid_0's auc: 0.90114 valid_0's binary_logloss: 0.378489 valid_1's auc: 0.904002 valid_1's binary_logloss: 0.369393
[11] valid_0's auc: 0.902141 valid_0's binary_logloss: 0.371758 valid_1's auc: 0.90444 valid_1's binary_logloss: 0.362989
[12] valid_0's auc: 0.903312 valid_0's binary_logloss: 0.365802 valid_1's auc: 0.905002 valid_1's binary_logloss: 0.357566
[13] valid_0's auc: 0.904113 valid_0's binary_logloss: 0.360438 valid_1's auc: 0.9049 valid_1's binary_logloss: 0.352735
[14] valid_0's auc: 0.904872 valid_0's binary_logloss: 0.355607 valid_1's auc: 0.905732 valid_1's binary_logloss: 0.348375
[15] valid_0's auc: 0.905862 valid_0's binary_logloss: 0.351052 valid_1's auc: 0.905976 valid_1's binary_logloss: 0.344517
[16] valid_0's auc: 0.906477 valid_0's binary_logloss: 0.347207 valid_1's auc: 0.906222 valid_1's binary_logloss: 0.341397
[17] valid_0's auc: 0.907078 valid_0's binary_logloss: 0.343688 valid_1's auc: 0.906537 valid_1's binary_logloss: 0.338437
[18] valid_0's auc: 0.90752 valid_0's binary_logloss: 0.340684 valid_1's auc: 0.906709 valid_1's binary_logloss: 0.335981
[19] valid_0's auc: 0.908432 valid_0's binary_logloss: 0.337645 valid_1's auc: 0.907018 valid_1's binary_logloss: 0.333599
[20] valid_0's auc: 0.908981 valid_0's binary_logloss: 0.335146 valid_1's auc: 0.907099 valid_1's binary_logloss: 0.331801
[21] valid_0's auc: 0.909679 valid_0's binary_logloss: 0.332538 valid_1's auc: 0.907277 valid_1's binary_logloss: 0.330028
[22] valid_0's auc: 0.910393 valid_0's binary_logloss: 0.330279 valid_1's auc: 0.907437 valid_1's binary_logloss: 0.328314
[23] valid_0's auc: 0.910924 valid_0's binary_logloss: 0.328261 valid_1's auc: 0.90754 valid_1's binary_logloss: 0.326981
[24] valid_0's auc: 0.911443 valid_0's binary_logloss: 0.326385 valid_1's auc: 0.907505 valid_1's binary_logloss: 0.325796
[25] valid_0's auc: 0.912077 valid_0's binary_logloss: 0.324538 valid_1's auc: 0.907624 valid_1's binary_logloss: 0.32473
[26] valid_0's auc: 0.912576 valid_0's binary_logloss: 0.322893 valid_1's auc: 0.907637 valid_1's binary_logloss: 0.323819
[27] valid_0's auc: 0.913175 valid_0's binary_logloss: 0.321194 valid_1's auc: 0.907828 valid_1's binary_logloss: 0.322828
[28] valid_0's auc: 0.913644 valid_0's binary_logloss: 0.31979 valid_1's auc: 0.907882 valid_1's binary_logloss: 0.322042
[29] valid_0's auc: 0.914118 valid_0's binary_logloss: 0.318401 valid_1's auc: 0.908115 valid_1's binary_logloss: 0.321181
[30] valid_0's auc: 0.914589 valid_0's binary_logloss: 0.317022 valid_1's auc: 0.908297 valid_1's binary_logloss: 0.32041
[31] valid_0's auc: 0.91499 valid_0's binary_logloss: 0.315844 valid_1's auc: 0.908545 valid_1's binary_logloss: 0.319662
[32] valid_0's auc: 0.915507 valid_0's binary_logloss: 0.314533 valid_1's auc: 0.908617 valid_1's binary_logloss: 0.319046
[33] valid_0's auc: 0.915824 valid_0's binary_logloss: 0.313594 valid_1's auc: 0.908668 valid_1's binary_logloss: 0.318595
[34] valid_0's auc: 0.91636 valid_0's binary_logloss: 0.312316 valid_1's auc: 0.908794 valid_1's binary_logloss: 0.318074
[35] valid_0's auc: 0.916909 valid_0's binary_logloss: 0.311113 valid_1's auc: 0.908705 valid_1's binary_logloss: 0.317806
[36] valid_0's auc: 0.91738 valid_0's binary_logloss: 0.310061 valid_1's auc: 0.90869 valid_1's binary_logloss: 0.317615
[37] valid_0's auc: 0.917622 valid_0's binary_logloss: 0.309353 valid_1's auc: 0.908669 valid_1's binary_logloss: 0.317339
[38] valid_0's auc: 0.918138 valid_0's binary_logloss: 0.308206 valid_1's auc: 0.908638 valid_1's binary_logloss: 0.317113
[39] valid_0's auc: 0.918442 valid_0's binary_logloss: 0.30749 valid_1's auc: 0.908623 valid_1's binary_logloss: 0.316968
[40] valid_0's auc: 0.91882 valid_0's binary_logloss: 0.306644 valid_1's auc: 0.908655 valid_1's binary_logloss: 0.316715
[41] valid_0's auc: 0.91923 valid_0's binary_logloss: 0.305816 valid_1's auc: 0.908718 valid_1's binary_logloss: 0.316525
[42] valid_0's auc: 0.919663 valid_0's binary_logloss: 0.304901 valid_1's auc: 0.90869 valid_1's binary_logloss: 0.316399
[43] valid_0's auc: 0.920176 valid_0's binary_logloss: 0.303959 valid_1's auc: 0.908607 valid_1's binary_logloss: 0.316434
[44] valid_0's auc: 0.920583 valid_0's binary_logloss: 0.303137 valid_1's auc: 0.908543 valid_1's binary_logloss: 0.31641
[45] valid_0's auc: 0.920931 valid_0's binary_logloss: 0.302411 valid_1's auc: 0.908537 valid_1's binary_logloss: 0.316298
[46] valid_0's auc: 0.921312 valid_0's binary_logloss: 0.301733 valid_1's auc: 0.908563 valid_1's binary_logloss: 0.316212
[47] valid_0's auc: 0.921661 valid_0's binary_logloss: 0.301001 valid_1's auc: 0.908668 valid_1's binary_logloss: 0.316022
[48] valid_0's auc: 0.921971 valid_0's binary_logloss: 0.300378 valid_1's auc: 0.908574 valid_1's binary_logloss: 0.31605
[49] valid_0's auc: 0.922377 valid_0's binary_logloss: 0.299607 valid_1's auc: 0.908723 valid_1's binary_logloss: 0.315742
[50] valid_0's auc: 0.922718 valid_0's binary_logloss: 0.298922 valid_1's auc: 0.908844 valid_1's binary_logloss: 0.315538
[51] valid_0's auc: 0.922958 valid_0's binary_logloss: 0.298409 valid_1's auc: 0.908714 valid_1's binary_logloss: 0.315673
[52] valid_0's auc: 0.923253 valid_0's binary_logloss: 0.297769 valid_1's auc: 0.908843 valid_1's binary_logloss: 0.315405
[53] valid_0's auc: 0.92357 valid_0's binary_logloss: 0.297153 valid_1's auc: 0.908796 valid_1's binary_logloss: 0.315423
[54] valid_0's auc: 0.92373 valid_0's binary_logloss: 0.296878 valid_1's auc: 0.908793 valid_1's binary_logloss: 0.315419
[55] valid_0's auc: 0.924118 valid_0's binary_logloss: 0.296128 valid_1's auc: 0.908734 valid_1's binary_logloss: 0.315493
[56] valid_0's auc: 0.924481 valid_0's binary_logloss: 0.295466 valid_1's auc: 0.908694 valid_1's binary_logloss: 0.315526
[57] valid_0's auc: 0.924679 valid_0's binary_logloss: 0.295084 valid_1's auc: 0.908619 valid_1's binary_logloss: 0.315669
[58] valid_0's auc: 0.925005 valid_0's binary_logloss: 0.294523 valid_1's auc: 0.908414 valid_1's binary_logloss: 0.315865
[59] valid_0's auc: 0.925247 valid_0's binary_logloss: 0.294043 valid_1's auc: 0.908459 valid_1's binary_logloss: 0.31584
[60] valid_0's auc: 0.925304 valid_0's binary_logloss: 0.293893 valid_1's auc: 0.908458 valid_1's binary_logloss: 0.315821
[61] valid_0's auc: 0.925643 valid_0's binary_logloss: 0.293274 valid_1's auc: 0.908486 valid_1's binary_logloss: 0.315766
[62] valid_0's auc: 0.925914 valid_0's binary_logloss: 0.292825 valid_1's auc: 0.908425 valid_1's binary_logloss: 0.315835
[63] valid_0's auc: 0.926266 valid_0's binary_logloss: 0.292204 valid_1's auc: 0.908392 valid_1's binary_logloss: 0.31586
[64] valid_0's auc: 0.92647 valid_0's binary_logloss: 0.29185 valid_1's auc: 0.908326 valid_1's binary_logloss: 0.315951
[65] valid_0's auc: 0.926728 valid_0's binary_logloss: 0.29134 valid_1's auc: 0.908342 valid_1's binary_logloss: 0.315936
[66] valid_0's auc: 0.927039 valid_0's binary_logloss: 0.290834 valid_1's auc: 0.908265 valid_1's binary_logloss: 0.316049
[67] valid_0's auc: 0.927346 valid_0's binary_logloss: 0.290278 valid_1's auc: 0.90814 valid_1's binary_logloss: 0.316258
[68] valid_0's auc: 0.927684 valid_0's binary_logloss: 0.289728 valid_1's auc: 0.908104 valid_1's binary_logloss: 0.316346
[69] valid_0's auc: 0.92795 valid_0's binary_logloss: 0.289263 valid_1's auc: 0.908083 valid_1's binary_logloss: 0.316347
[70] valid_0's auc: 0.928141 valid_0's binary_logloss: 0.288886 valid_1's auc: 0.908047 valid_1's binary_logloss: 0.31635
[71] valid_0's auc: 0.928451 valid_0's binary_logloss: 0.288392 valid_1's auc: 0.908057 valid_1's binary_logloss: 0.316344
[72] valid_0's auc: 0.928747 valid_0's binary_logloss: 0.287861 valid_1's auc: 0.908051 valid_1's binary_logloss: 0.316399
[73] valid_0's auc: 0.928844 valid_0's binary_logloss: 0.287703 valid_1's auc: 0.908023 valid_1's binary_logloss: 0.316456
[74] valid_0's auc: 0.92919 valid_0's binary_logloss: 0.287153 valid_1's auc: 0.907997 valid_1's binary_logloss: 0.316547
[75] valid_0's auc: 0.929364 valid_0's binary_logloss: 0.286793 valid_1's auc: 0.907944 valid_1's binary_logloss: 0.316585
[76] valid_0's auc: 0.929792 valid_0's binary_logloss: 0.286109 valid_1's auc: 0.907857 valid_1's binary_logloss: 0.316731
[77] valid_0's auc: 0.930014 valid_0's binary_logloss: 0.285734 valid_1's auc: 0.907747 valid_1's binary_logloss: 0.316886
[78] valid_0's auc: 0.930291 valid_0's binary_logloss: 0.285207 valid_1's auc: 0.907621 valid_1's binary_logloss: 0.317062
[79] valid_0's auc: 0.930405 valid_0's binary_logloss: 0.285025 valid_1's auc: 0.907545 valid_1's binary_logloss: 0.317203
[80] valid_0's auc: 0.930652 valid_0's binary_logloss: 0.284602 valid_1's auc: 0.907451 valid_1's binary_logloss: 0.31735
[81] valid_0's auc: 0.930942 valid_0's binary_logloss: 0.284097 valid_1's auc: 0.907384 valid_1's binary_logloss: 0.317428
[82] valid_0's auc: 0.931213 valid_0's binary_logloss: 0.2836 valid_1's auc: 0.907323 valid_1's binary_logloss: 0.317519
[83] valid_0's auc: 0.931474 valid_0's binary_logloss: 0.283122 valid_1's auc: 0.907304 valid_1's binary_logloss: 0.317635
[84] valid_0's auc: 0.931711 valid_0's binary_logloss: 0.282702 valid_1's auc: 0.907282 valid_1's binary_logloss: 0.317717
[85] valid_0's auc: 0.931859 valid_0's binary_logloss: 0.282439 valid_1's auc: 0.907215 valid_1's binary_logloss: 0.317854
[86] valid_0's auc: 0.932056 valid_0's binary_logloss: 0.282089 valid_1's auc: 0.90721 valid_1's binary_logloss: 0.317876
[87] valid_0's auc: 0.932326 valid_0's binary_logloss: 0.281665 valid_1's auc: 0.907193 valid_1's binary_logloss: 0.317908
[88] valid_0's auc: 0.932537 valid_0's binary_logloss: 0.281286 valid_1's auc: 0.907141 valid_1's binary_logloss: 0.318008
[89] valid_0's auc: 0.932781 valid_0's binary_logloss: 0.280858 valid_1's auc: 0.907118 valid_1's binary_logloss: 0.318071
[90] valid_0's auc: 0.932865 valid_0's binary_logloss: 0.280715 valid_1's auc: 0.907013 valid_1's binary_logloss: 0.318249
[91] valid_0's auc: 0.933094 valid_0's binary_logloss: 0.280277 valid_1's auc: 0.906882 valid_1's binary_logloss: 0.318489
[92] valid_0's auc: 0.933364 valid_0's binary_logloss: 0.279795 valid_1's auc: 0.90685 valid_1's binary_logloss: 0.318564
[93] valid_0's auc: 0.933635 valid_0's binary_logloss: 0.279308 valid_1's auc: 0.906829 valid_1's binary_logloss: 0.318646
[94] valid_0's auc: 0.933756 valid_0's binary_logloss: 0.279094 valid_1's auc: 0.906819 valid_1's binary_logloss: 0.318653
[95] valid_0's auc: 0.933989 valid_0's binary_logloss: 0.278712 valid_1's auc: 0.906667 valid_1's binary_logloss: 0.318867
[96] valid_0's auc: 0.93427 valid_0's binary_logloss: 0.278242 valid_1's auc: 0.906628 valid_1's binary_logloss: 0.318963
[97] valid_0's auc: 0.934445 valid_0's binary_logloss: 0.27793 valid_1's auc: 0.906576 valid_1's binary_logloss: 0.319072
[98] valid_0's auc: 0.934563 valid_0's binary_logloss: 0.277684 valid_1's auc: 0.906574 valid_1's binary_logloss: 0.319093
[99] valid_0's auc: 0.93468 valid_0's binary_logloss: 0.27748 valid_1's auc: 0.906524 valid_1's binary_logloss: 0.31919
[100] valid_0's auc: 0.93487 valid_0's binary_logloss: 0.277133 valid_1's auc: 0.906498 valid_1's binary_logloss: 0.319209
[101] valid_0's auc: 0.935074 valid_0's binary_logloss: 0.276752 valid_1's auc: 0.906391 valid_1's binary_logloss: 0.319466
[102] valid_0's auc: 0.935328 valid_0's binary_logloss: 0.276325 valid_1's auc: 0.906288 valid_1's binary_logloss: 0.319622
[103] valid_0's auc: 0.935529 valid_0's binary_logloss: 0.275918 valid_1's auc: 0.906225 valid_1's binary_logloss: 0.319762
[104] valid_0's auc: 0.935735 valid_0's binary_logloss: 0.275514 valid_1's auc: 0.906215 valid_1's binary_logloss: 0.319775
[105] valid_0's auc: 0.935896 valid_0's binary_logloss: 0.275222 valid_1's auc: 0.906251 valid_1's binary_logloss: 0.319758
[106] valid_0's auc: 0.936121 valid_0's binary_logloss: 0.274847 valid_1's auc: 0.906257 valid_1's binary_logloss: 0.319791
[107] valid_0's auc: 0.936357 valid_0's binary_logloss: 0.27444 valid_1's auc: 0.906127 valid_1's binary_logloss: 0.320039
[108] valid_0's auc: 0.93656 valid_0's binary_logloss: 0.274051 valid_1's auc: 0.906135 valid_1's binary_logloss: 0.320029
[109] valid_0's auc: 0.936749 valid_0's binary_logloss: 0.273691 valid_1's auc: 0.906016 valid_1's binary_logloss: 0.320246
[110] valid_0's auc: 0.936876 valid_0's binary_logloss: 0.273436 valid_1's auc: 0.906046 valid_1's binary_logloss: 0.320193
[111] valid_0's auc: 0.937038 valid_0's binary_logloss: 0.27311 valid_1's auc: 0.905961 valid_1's binary_logloss: 0.320384
[112] valid_0's auc: 0.937218 valid_0's binary_logloss: 0.272753 valid_1's auc: 0.90595 valid_1's binary_logloss: 0.320386
[113] valid_0's auc: 0.937456 valid_0's binary_logloss: 0.272344 valid_1's auc: 0.905862 valid_1's binary_logloss: 0.320581
[114] valid_0's auc: 0.937628 valid_0's binary_logloss: 0.272054 valid_1's auc: 0.905758 valid_1's binary_logloss: 0.320733
[115] valid_0's auc: 0.937872 valid_0's binary_logloss: 0.271641 valid_1's auc: 0.90585 valid_1's binary_logloss: 0.320608
[116] valid_0's auc: 0.938059 valid_0's binary_logloss: 0.271324 valid_1's auc: 0.905822 valid_1's binary_logloss: 0.320713
[117] valid_0's auc: 0.938117 valid_0's binary_logloss: 0.271214 valid_1's auc: 0.905798 valid_1's binary_logloss: 0.32077
[118] valid_0's auc: 0.938249 valid_0's binary_logloss: 0.270922 valid_1's auc: 0.905714 valid_1's binary_logloss: 0.320943
[119] valid_0's auc: 0.938352 valid_0's binary_logloss: 0.270666 valid_1's auc: 0.905798 valid_1's binary_logloss: 0.320893
[120] valid_0's auc: 0.938471 valid_0's binary_logloss: 0.270449 valid_1's auc: 0.905782 valid_1's binary_logloss: 0.320929
[121] valid_0's auc: 0.938605 valid_0's binary_logloss: 0.270174 valid_1's auc: 0.905806 valid_1's binary_logloss: 0.320922
[122] valid_0's auc: 0.938704 valid_0's binary_logloss: 0.269949 valid_1's auc: 0.905707 valid_1's binary_logloss: 0.321135
[123] valid_0's auc: 0.938915 valid_0's binary_logloss: 0.269555 valid_1's auc: 0.905659 valid_1's binary_logloss: 0.321218
[124] valid_0's auc: 0.939044 valid_0's binary_logloss: 0.269295 valid_1's auc: 0.905488 valid_1's binary_logloss: 0.321515
[125] valid_0's auc: 0.939113 valid_0's binary_logloss: 0.269178 valid_1's auc: 0.905458 valid_1's binary_logloss: 0.321587
[126] valid_0's auc: 0.939285 valid_0's binary_logloss: 0.268875 valid_1's auc: 0.905381 valid_1's binary_logloss: 0.321725
[127] valid_0's auc: 0.939443 valid_0's binary_logloss: 0.268588 valid_1's auc: 0.905335 valid_1's binary_logloss: 0.321828
[128] valid_0's auc: 0.939595 valid_0's binary_logloss: 0.268319 valid_1's auc: 0.905252 valid_1's binary_logloss: 0.321979
[129] valid_0's auc: 0.939662 valid_0's binary_logloss: 0.268193 valid_1's auc: 0.905212 valid_1's binary_logloss: 0.322058
[130] valid_0's auc: 0.939841 valid_0's binary_logloss: 0.267863 valid_1's auc: 0.905186 valid_1's binary_logloss: 0.322213
[131] valid_0's auc: 0.940072 valid_0's binary_logloss: 0.267451 valid_1's auc: 0.905092 valid_1's binary_logloss: 0.322357
[132] valid_0's auc: 0.940194 valid_0's binary_logloss: 0.267148 valid_1's auc: 0.905029 valid_1's binary_logloss: 0.322511
[133] valid_0's auc: 0.940384 valid_0's binary_logloss: 0.26682 valid_1's auc: 0.905026 valid_1's binary_logloss: 0.322547
[134] valid_0's auc: 0.940527 valid_0's binary_logloss: 0.266547 valid_1's auc: 0.904954 valid_1's binary_logloss: 0.322715
[135] valid_0's auc: 0.9408 valid_0's binary_logloss: 0.266096 valid_1's auc: 0.904851 valid_1's binary_logloss: 0.322861
[136] valid_0's auc: 0.940944 valid_0's binary_logloss: 0.265818 valid_1's auc: 0.904838 valid_1's binary_logloss: 0.322956
[137] valid_0's auc: 0.941042 valid_0's binary_logloss: 0.265655 valid_1's auc: 0.904725 valid_1's binary_logloss: 0.323172
[138] valid_0's auc: 0.941142 valid_0's binary_logloss: 0.26546 valid_1's auc: 0.904631 valid_1's binary_logloss: 0.323318
[139] valid_0's auc: 0.941276 valid_0's binary_logloss: 0.265207 valid_1's auc: 0.904567 valid_1's binary_logloss: 0.323369
[140] valid_0's auc: 0.941344 valid_0's binary_logloss: 0.265077 valid_1's auc: 0.904518 valid_1's binary_logloss: 0.323465
[141] valid_0's auc: 0.941525 valid_0's binary_logloss: 0.264758 valid_1's auc: 0.904482 valid_1's binary_logloss: 0.323518
[142] valid_0's auc: 0.94157 valid_0's binary_logloss: 0.264648 valid_1's auc: 0.904501 valid_1's binary_logloss: 0.323518
[143] valid_0's auc: 0.941778 valid_0's binary_logloss: 0.264265 valid_1's auc: 0.904507 valid_1's binary_logloss: 0.32351
[144] valid_0's auc: 0.941938 valid_0's binary_logloss: 0.263953 valid_1's auc: 0.904598 valid_1's binary_logloss: 0.32341
[145] valid_0's auc: 0.942156 valid_0's binary_logloss: 0.263575 valid_1's auc: 0.904476 valid_1's binary_logloss: 0.323638
[146] valid_0's auc: 0.942366 valid_0's binary_logloss: 0.26322 valid_1's auc: 0.904441 valid_1's binary_logloss: 0.323734
[147] valid_0's auc: 0.942592 valid_0's binary_logloss: 0.262827 valid_1's auc: 0.904334 valid_1's binary_logloss: 0.323967
[148] valid_0's auc: 0.942734 valid_0's binary_logloss: 0.26256 valid_1's auc: 0.904254 valid_1's binary_logloss: 0.32416
[149] valid_0's auc: 0.942873 valid_0's binary_logloss: 0.26228 valid_1's auc: 0.9043 valid_1's binary_logloss: 0.324144
[150] valid_0's auc: 0.94318 valid_0's binary_logloss: 0.261724 valid_1's auc: 0.904208 valid_1's binary_logloss: 0.324314
Early stopping, best iteration is:
[50] valid_0's auc: 0.922718 valid_0's binary_logloss: 0.298922 valid_1's auc: 0.908844 valid_1's binary_logloss: 0.315538
[1] valid_0's auc: 0.888249 valid_0's binary_logloss: 0.517487 valid_1's auc: 0.892473 valid_1's binary_logloss: 0.508682
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.892925 valid_0's binary_logloss: 0.488849 valid_1's auc: 0.898619 valid_1's binary_logloss: 0.479345
[3] valid_0's auc: 0.893551 valid_0's binary_logloss: 0.465882 valid_1's auc: 0.898638 valid_1's binary_logloss: 0.456011
[4] valid_0's auc: 0.896053 valid_0's binary_logloss: 0.446354 valid_1's auc: 0.900446 valid_1's binary_logloss: 0.436516
[5] valid_0's auc: 0.897119 valid_0's binary_logloss: 0.430499 valid_1's auc: 0.902176 valid_1's binary_logloss: 0.420287
[6] valid_0's auc: 0.898588 valid_0's binary_logloss: 0.416679 valid_1's auc: 0.903622 valid_1's binary_logloss: 0.40622
[7] valid_0's auc: 0.899529 valid_0's binary_logloss: 0.405006 valid_1's auc: 0.904367 valid_1's binary_logloss: 0.394504
[8] valid_0's auc: 0.90018 valid_0's binary_logloss: 0.394978 valid_1's auc: 0.904583 valid_1's binary_logloss: 0.384716
[9] valid_0's auc: 0.900614 valid_0's binary_logloss: 0.386464 valid_1's auc: 0.904763 valid_1's binary_logloss: 0.376092
[10] valid_0's auc: 0.901576 valid_0's binary_logloss: 0.378593 valid_1's auc: 0.905018 valid_1's binary_logloss: 0.368746
[11] valid_0's auc: 0.902508 valid_0's binary_logloss: 0.371898 valid_1's auc: 0.905387 valid_1's binary_logloss: 0.362418
[12] valid_0's auc: 0.903079 valid_0's binary_logloss: 0.366032 valid_1's auc: 0.905353 valid_1's binary_logloss: 0.357073
[13] valid_0's auc: 0.903656 valid_0's binary_logloss: 0.360699 valid_1's auc: 0.905323 valid_1's binary_logloss: 0.352261
[14] valid_0's auc: 0.904849 valid_0's binary_logloss: 0.355873 valid_1's auc: 0.906208 valid_1's binary_logloss: 0.347838
[15] valid_0's auc: 0.905393 valid_0's binary_logloss: 0.351643 valid_1's auc: 0.906281 valid_1's binary_logloss: 0.344199
[16] valid_0's auc: 0.906008 valid_0's binary_logloss: 0.347815 valid_1's auc: 0.906843 valid_1's binary_logloss: 0.340819
[17] valid_0's auc: 0.906554 valid_0's binary_logloss: 0.344379 valid_1's auc: 0.907228 valid_1's binary_logloss: 0.337716
[18] valid_0's auc: 0.906982 valid_0's binary_logloss: 0.341387 valid_1's auc: 0.907447 valid_1's binary_logloss: 0.33513
[19] valid_0's auc: 0.907602 valid_0's binary_logloss: 0.338525 valid_1's auc: 0.907563 valid_1's binary_logloss: 0.3329
[20] valid_0's auc: 0.908251 valid_0's binary_logloss: 0.335882 valid_1's auc: 0.908 valid_1's binary_logloss: 0.330635
[21] valid_0's auc: 0.908814 valid_0's binary_logloss: 0.333475 valid_1's auc: 0.907986 valid_1's binary_logloss: 0.328872
[22] valid_0's auc: 0.909375 valid_0's binary_logloss: 0.331353 valid_1's auc: 0.908169 valid_1's binary_logloss: 0.327327
[23] valid_0's auc: 0.909824 valid_0's binary_logloss: 0.329416 valid_1's auc: 0.908084 valid_1's binary_logloss: 0.326051
[24] valid_0's auc: 0.910349 valid_0's binary_logloss: 0.327532 valid_1's auc: 0.908316 valid_1's binary_logloss: 0.324722
[25] valid_0's auc: 0.910802 valid_0's binary_logloss: 0.325869 valid_1's auc: 0.908417 valid_1's binary_logloss: 0.323584
[26] valid_0's auc: 0.911366 valid_0's binary_logloss: 0.324182 valid_1's auc: 0.908676 valid_1's binary_logloss: 0.322558
[27] valid_0's auc: 0.911868 valid_0's binary_logloss: 0.322633 valid_1's auc: 0.908755 valid_1's binary_logloss: 0.321658
[28] valid_0's auc: 0.912292 valid_0's binary_logloss: 0.321241 valid_1's auc: 0.908852 valid_1's binary_logloss: 0.320952
[29] valid_0's auc: 0.912815 valid_0's binary_logloss: 0.319774 valid_1's auc: 0.908907 valid_1's binary_logloss: 0.320199
[30] valid_0's auc: 0.913219 valid_0's binary_logloss: 0.318584 valid_1's auc: 0.908901 valid_1's binary_logloss: 0.319623
[31] valid_0's auc: 0.91371 valid_0's binary_logloss: 0.317324 valid_1's auc: 0.909002 valid_1's binary_logloss: 0.31901
[32] valid_0's auc: 0.914161 valid_0's binary_logloss: 0.316196 valid_1's auc: 0.909193 valid_1's binary_logloss: 0.318452
[33] valid_0's auc: 0.914556 valid_0's binary_logloss: 0.315144 valid_1's auc: 0.909196 valid_1's binary_logloss: 0.318068
[34] valid_0's auc: 0.914912 valid_0's binary_logloss: 0.314282 valid_1's auc: 0.909218 valid_1's binary_logloss: 0.317693
[35] valid_0's auc: 0.915356 valid_0's binary_logloss: 0.313219 valid_1's auc: 0.909382 valid_1's binary_logloss: 0.317196
[36] valid_0's auc: 0.915711 valid_0's binary_logloss: 0.312335 valid_1's auc: 0.909429 valid_1's binary_logloss: 0.316845
[37] valid_0's auc: 0.916164 valid_0's binary_logloss: 0.311283 valid_1's auc: 0.909516 valid_1's binary_logloss: 0.316478
[38] valid_0's auc: 0.916614 valid_0's binary_logloss: 0.310332 valid_1's auc: 0.909388 valid_1's binary_logloss: 0.316423
[39] valid_0's auc: 0.917012 valid_0's binary_logloss: 0.309457 valid_1's auc: 0.909359 valid_1's binary_logloss: 0.316247
[40] valid_0's auc: 0.917337 valid_0's binary_logloss: 0.30869 valid_1's auc: 0.909312 valid_1's binary_logloss: 0.316132
[41] valid_0's auc: 0.917742 valid_0's binary_logloss: 0.307901 valid_1's auc: 0.909457 valid_1's binary_logloss: 0.315739
[42] valid_0's auc: 0.918016 valid_0's binary_logloss: 0.307323 valid_1's auc: 0.909611 valid_1's binary_logloss: 0.315448
[43] valid_0's auc: 0.918383 valid_0's binary_logloss: 0.306602 valid_1's auc: 0.909622 valid_1's binary_logloss: 0.315283
[44] valid_0's auc: 0.918737 valid_0's binary_logloss: 0.305835 valid_1's auc: 0.909473 valid_1's binary_logloss: 0.315318
[45] valid_0's auc: 0.919024 valid_0's binary_logloss: 0.305277 valid_1's auc: 0.909378 valid_1's binary_logloss: 0.315376
[46] valid_0's auc: 0.919333 valid_0's binary_logloss: 0.304644 valid_1's auc: 0.909382 valid_1's binary_logloss: 0.315235
[47] valid_0's auc: 0.919719 valid_0's binary_logloss: 0.303862 valid_1's auc: 0.909483 valid_1's binary_logloss: 0.315087
[48] valid_0's auc: 0.919976 valid_0's binary_logloss: 0.303367 valid_1's auc: 0.909429 valid_1's binary_logloss: 0.315082
[49] valid_0's auc: 0.920318 valid_0's binary_logloss: 0.302766 valid_1's auc: 0.909495 valid_1's binary_logloss: 0.314933
[50] valid_0's auc: 0.920734 valid_0's binary_logloss: 0.302008 valid_1's auc: 0.90947 valid_1's binary_logloss: 0.31489
[51] valid_0's auc: 0.921015 valid_0's binary_logloss: 0.30141 valid_1's auc: 0.90939 valid_1's binary_logloss: 0.314906
[52] valid_0's auc: 0.921243 valid_0's binary_logloss: 0.300971 valid_1's auc: 0.909356 valid_1's binary_logloss: 0.314883
[53] valid_0's auc: 0.921592 valid_0's binary_logloss: 0.300296 valid_1's auc: 0.909392 valid_1's binary_logloss: 0.314765
[54] valid_0's auc: 0.921815 valid_0's binary_logloss: 0.299798 valid_1's auc: 0.90941 valid_1's binary_logloss: 0.314686
[55] valid_0's auc: 0.922089 valid_0's binary_logloss: 0.299287 valid_1's auc: 0.909407 valid_1's binary_logloss: 0.314581
[56] valid_0's auc: 0.922299 valid_0's binary_logloss: 0.298883 valid_1's auc: 0.909489 valid_1's binary_logloss: 0.314388
[57] valid_0's auc: 0.922529 valid_0's binary_logloss: 0.298462 valid_1's auc: 0.909514 valid_1's binary_logloss: 0.314347
[58] valid_0's auc: 0.922719 valid_0's binary_logloss: 0.298049 valid_1's auc: 0.909537 valid_1's binary_logloss: 0.314294
[59] valid_0's auc: 0.922985 valid_0's binary_logloss: 0.297603 valid_1's auc: 0.909582 valid_1's binary_logloss: 0.314226
[60] valid_0's auc: 0.923266 valid_0's binary_logloss: 0.297065 valid_1's auc: 0.90954 valid_1's binary_logloss: 0.314302
[61] valid_0's auc: 0.923571 valid_0's binary_logloss: 0.296486 valid_1's auc: 0.909602 valid_1's binary_logloss: 0.314171
[62] valid_0's auc: 0.923789 valid_0's binary_logloss: 0.296086 valid_1's auc: 0.909535 valid_1's binary_logloss: 0.314229
[63] valid_0's auc: 0.924076 valid_0's binary_logloss: 0.295537 valid_1's auc: 0.909491 valid_1's binary_logloss: 0.314237
[64] valid_0's auc: 0.924409 valid_0's binary_logloss: 0.294963 valid_1's auc: 0.90941 valid_1's binary_logloss: 0.314358
[65] valid_0's auc: 0.924668 valid_0's binary_logloss: 0.294489 valid_1's auc: 0.909396 valid_1's binary_logloss: 0.314357
[66] valid_0's auc: 0.924902 valid_0's binary_logloss: 0.294087 valid_1's auc: 0.909364 valid_1's binary_logloss: 0.314423
[67] valid_0's auc: 0.925083 valid_0's binary_logloss: 0.293767 valid_1's auc: 0.909345 valid_1's binary_logloss: 0.314426
[68] valid_0's auc: 0.925243 valid_0's binary_logloss: 0.293473 valid_1's auc: 0.909218 valid_1's binary_logloss: 0.314566
[69] valid_0's auc: 0.925585 valid_0's binary_logloss: 0.292894 valid_1's auc: 0.909163 valid_1's binary_logloss: 0.314653
[70] valid_0's auc: 0.925693 valid_0's binary_logloss: 0.292698 valid_1's auc: 0.909162 valid_1's binary_logloss: 0.314627
[71] valid_0's auc: 0.925966 valid_0's binary_logloss: 0.292203 valid_1's auc: 0.909273 valid_1's binary_logloss: 0.314467
[72] valid_0's auc: 0.92619 valid_0's binary_logloss: 0.291818 valid_1's auc: 0.909184 valid_1's binary_logloss: 0.31455
[73] valid_0's auc: 0.926456 valid_0's binary_logloss: 0.291316 valid_1's auc: 0.909235 valid_1's binary_logloss: 0.314457
[74] valid_0's auc: 0.92671 valid_0's binary_logloss: 0.29091 valid_1's auc: 0.909165 valid_1's binary_logloss: 0.314532
[75] valid_0's auc: 0.927182 valid_0's binary_logloss: 0.290169 valid_1's auc: 0.909058 valid_1's binary_logloss: 0.314728
[76] valid_0's auc: 0.927371 valid_0's binary_logloss: 0.289822 valid_1's auc: 0.909058 valid_1's binary_logloss: 0.314767
[77] valid_0's auc: 0.927774 valid_0's binary_logloss: 0.289175 valid_1's auc: 0.909019 valid_1's binary_logloss: 0.314897
[78] valid_0's auc: 0.928021 valid_0's binary_logloss: 0.288698 valid_1's auc: 0.909058 valid_1's binary_logloss: 0.314811
[79] valid_0's auc: 0.928232 valid_0's binary_logloss: 0.288378 valid_1's auc: 0.909044 valid_1's binary_logloss: 0.314845
[80] valid_0's auc: 0.928472 valid_0's binary_logloss: 0.287919 valid_1's auc: 0.909078 valid_1's binary_logloss: 0.314808
[81] valid_0's auc: 0.928687 valid_0's binary_logloss: 0.287553 valid_1's auc: 0.909068 valid_1's binary_logloss: 0.314849
[82] valid_0's auc: 0.92894 valid_0's binary_logloss: 0.287155 valid_1's auc: 0.909044 valid_1's binary_logloss: 0.314928
[83] valid_0's auc: 0.929101 valid_0's binary_logloss: 0.286879 valid_1's auc: 0.909067 valid_1's binary_logloss: 0.314921
[84] valid_0's auc: 0.929247 valid_0's binary_logloss: 0.28659 valid_1's auc: 0.908961 valid_1's binary_logloss: 0.315092
[85] valid_0's auc: 0.929467 valid_0's binary_logloss: 0.286244 valid_1's auc: 0.908982 valid_1's binary_logloss: 0.315083
[86] valid_0's auc: 0.929681 valid_0's binary_logloss: 0.285813 valid_1's auc: 0.908913 valid_1's binary_logloss: 0.315199
[87] valid_0's auc: 0.929894 valid_0's binary_logloss: 0.285461 valid_1's auc: 0.908821 valid_1's binary_logloss: 0.315332
[88] valid_0's auc: 0.930174 valid_0's binary_logloss: 0.284959 valid_1's auc: 0.908794 valid_1's binary_logloss: 0.315384
[89] valid_0's auc: 0.930331 valid_0's binary_logloss: 0.284691 valid_1's auc: 0.908715 valid_1's binary_logloss: 0.315484
[90] valid_0's auc: 0.930562 valid_0's binary_logloss: 0.284279 valid_1's auc: 0.908696 valid_1's binary_logloss: 0.315558
[91] valid_0's auc: 0.930763 valid_0's binary_logloss: 0.283887 valid_1's auc: 0.908676 valid_1's binary_logloss: 0.315615
[92] valid_0's auc: 0.930955 valid_0's binary_logloss: 0.283524 valid_1's auc: 0.908619 valid_1's binary_logloss: 0.315708
[93] valid_0's auc: 0.931237 valid_0's binary_logloss: 0.283051 valid_1's auc: 0.908572 valid_1's binary_logloss: 0.315778
[94] valid_0's auc: 0.931514 valid_0's binary_logloss: 0.282516 valid_1's auc: 0.908475 valid_1's binary_logloss: 0.315879
[95] valid_0's auc: 0.931746 valid_0's binary_logloss: 0.282115 valid_1's auc: 0.908431 valid_1's binary_logloss: 0.316001
[96] valid_0's auc: 0.932023 valid_0's binary_logloss: 0.281639 valid_1's auc: 0.908462 valid_1's binary_logloss: 0.315948
[97] valid_0's auc: 0.932176 valid_0's binary_logloss: 0.281385 valid_1's auc: 0.908409 valid_1's binary_logloss: 0.316008
[98] valid_0's auc: 0.932348 valid_0's binary_logloss: 0.281097 valid_1's auc: 0.908495 valid_1's binary_logloss: 0.31589
[99] valid_0's auc: 0.932612 valid_0's binary_logloss: 0.280647 valid_1's auc: 0.908468 valid_1's binary_logloss: 0.31592
[100] valid_0's auc: 0.932849 valid_0's binary_logloss: 0.280228 valid_1's auc: 0.908455 valid_1's binary_logloss: 0.315971
[101] valid_0's auc: 0.933046 valid_0's binary_logloss: 0.279928 valid_1's auc: 0.908468 valid_1's binary_logloss: 0.315985
[102] valid_0's auc: 0.933221 valid_0's binary_logloss: 0.279607 valid_1's auc: 0.908475 valid_1's binary_logloss: 0.316016
[103] valid_0's auc: 0.933454 valid_0's binary_logloss: 0.279224 valid_1's auc: 0.908346 valid_1's binary_logloss: 0.316167
[104] valid_0's auc: 0.933718 valid_0's binary_logloss: 0.278809 valid_1's auc: 0.908255 valid_1's binary_logloss: 0.316312
[105] valid_0's auc: 0.93388 valid_0's binary_logloss: 0.278543 valid_1's auc: 0.908123 valid_1's binary_logloss: 0.31651
[106] valid_0's auc: 0.934049 valid_0's binary_logloss: 0.278266 valid_1's auc: 0.908049 valid_1's binary_logloss: 0.316664
[107] valid_0's auc: 0.934185 valid_0's binary_logloss: 0.278009 valid_1's auc: 0.907942 valid_1's binary_logloss: 0.316857
[108] valid_0's auc: 0.934355 valid_0's binary_logloss: 0.277745 valid_1's auc: 0.907908 valid_1's binary_logloss: 0.316924
[109] valid_0's auc: 0.934557 valid_0's binary_logloss: 0.277395 valid_1's auc: 0.907926 valid_1's binary_logloss: 0.316874
[110] valid_0's auc: 0.93471 valid_0's binary_logloss: 0.277139 valid_1's auc: 0.907847 valid_1's binary_logloss: 0.317003
[111] valid_0's auc: 0.934879 valid_0's binary_logloss: 0.276828 valid_1's auc: 0.907823 valid_1's binary_logloss: 0.317077
[112] valid_0's auc: 0.93498 valid_0's binary_logloss: 0.276675 valid_1's auc: 0.907753 valid_1's binary_logloss: 0.317181
[113] valid_0's auc: 0.935217 valid_0's binary_logloss: 0.276271 valid_1's auc: 0.907798 valid_1's binary_logloss: 0.31716
[114] valid_0's auc: 0.93543 valid_0's binary_logloss: 0.275908 valid_1's auc: 0.907805 valid_1's binary_logloss: 0.317215
[115] valid_0's auc: 0.935533 valid_0's binary_logloss: 0.275738 valid_1's auc: 0.907694 valid_1's binary_logloss: 0.317442
[116] valid_0's auc: 0.935729 valid_0's binary_logloss: 0.275388 valid_1's auc: 0.907663 valid_1's binary_logloss: 0.31749
[117] valid_0's auc: 0.935945 valid_0's binary_logloss: 0.275021 valid_1's auc: 0.907606 valid_1's binary_logloss: 0.317606
[118] valid_0's auc: 0.93615 valid_0's binary_logloss: 0.274648 valid_1's auc: 0.907524 valid_1's binary_logloss: 0.317765
[119] valid_0's auc: 0.936369 valid_0's binary_logloss: 0.274303 valid_1's auc: 0.9074 valid_1's binary_logloss: 0.317927
[120] valid_0's auc: 0.936534 valid_0's binary_logloss: 0.273991 valid_1's auc: 0.907271 valid_1's binary_logloss: 0.318141
[121] valid_0's auc: 0.936728 valid_0's binary_logloss: 0.27367 valid_1's auc: 0.90724 valid_1's binary_logloss: 0.318188
[122] valid_0's auc: 0.936915 valid_0's binary_logloss: 0.273328 valid_1's auc: 0.907247 valid_1's binary_logloss: 0.318202
[123] valid_0's auc: 0.937124 valid_0's binary_logloss: 0.272961 valid_1's auc: 0.907189 valid_1's binary_logloss: 0.318323
[124] valid_0's auc: 0.937328 valid_0's binary_logloss: 0.272542 valid_1's auc: 0.907082 valid_1's binary_logloss: 0.318575
[125] valid_0's auc: 0.937475 valid_0's binary_logloss: 0.272248 valid_1's auc: 0.907083 valid_1's binary_logloss: 0.318608
[126] valid_0's auc: 0.937665 valid_0's binary_logloss: 0.271889 valid_1's auc: 0.906995 valid_1's binary_logloss: 0.318789
[127] valid_0's auc: 0.937849 valid_0's binary_logloss: 0.271574 valid_1's auc: 0.906896 valid_1's binary_logloss: 0.319007
[128] valid_0's auc: 0.938125 valid_0's binary_logloss: 0.271128 valid_1's auc: 0.906854 valid_1's binary_logloss: 0.319107
[129] valid_0's auc: 0.938297 valid_0's binary_logloss: 0.270818 valid_1's auc: 0.906793 valid_1's binary_logloss: 0.319251
[130] valid_0's auc: 0.938493 valid_0's binary_logloss: 0.270447 valid_1's auc: 0.906713 valid_1's binary_logloss: 0.31939
[131] valid_0's auc: 0.938703 valid_0's binary_logloss: 0.270079 valid_1's auc: 0.906559 valid_1's binary_logloss: 0.319704
[132] valid_0's auc: 0.938843 valid_0's binary_logloss: 0.269824 valid_1's auc: 0.906516 valid_1's binary_logloss: 0.319766
[133] valid_0's auc: 0.939022 valid_0's binary_logloss: 0.269512 valid_1's auc: 0.906383 valid_1's binary_logloss: 0.319975
[134] valid_0's auc: 0.939109 valid_0's binary_logloss: 0.269339 valid_1's auc: 0.906336 valid_1's binary_logloss: 0.320098
[135] valid_0's auc: 0.939345 valid_0's binary_logloss: 0.268912 valid_1's auc: 0.906357 valid_1's binary_logloss: 0.320102
[136] valid_0's auc: 0.939511 valid_0's binary_logloss: 0.268649 valid_1's auc: 0.906262 valid_1's binary_logloss: 0.320252
[137] valid_0's auc: 0.939636 valid_0's binary_logloss: 0.268381 valid_1's auc: 0.906274 valid_1's binary_logloss: 0.320322
[138] valid_0's auc: 0.939738 valid_0's binary_logloss: 0.268171 valid_1's auc: 0.906242 valid_1's binary_logloss: 0.320352
[139] valid_0's auc: 0.939855 valid_0's binary_logloss: 0.267915 valid_1's auc: 0.906361 valid_1's binary_logloss: 0.320212
[140] valid_0's auc: 0.939971 valid_0's binary_logloss: 0.267672 valid_1's auc: 0.90636 valid_1's binary_logloss: 0.320241
[141] valid_0's auc: 0.940133 valid_0's binary_logloss: 0.267364 valid_1's auc: 0.906308 valid_1's binary_logloss: 0.32033
[142] valid_0's auc: 0.940292 valid_0's binary_logloss: 0.267012 valid_1's auc: 0.906233 valid_1's binary_logloss: 0.320542
[143] valid_0's auc: 0.94052 valid_0's binary_logloss: 0.266591 valid_1's auc: 0.906156 valid_1's binary_logloss: 0.320688
Early stopping, best iteration is:
[43] valid_0's auc: 0.918383 valid_0's binary_logloss: 0.306602 valid_1's auc: 0.909622 valid_1's binary_logloss: 0.315283
[1] valid_0's auc: 0.888136 valid_0's binary_logloss: 0.517854 valid_1's auc: 0.89393 valid_1's binary_logloss: 0.508854
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891446 valid_0's binary_logloss: 0.489299 valid_1's auc: 0.894892 valid_1's binary_logloss: 0.479913
[3] valid_0's auc: 0.894038 valid_0's binary_logloss: 0.466006 valid_1's auc: 0.897301 valid_1's binary_logloss: 0.456282
[4] valid_0's auc: 0.895358 valid_0's binary_logloss: 0.446806 valid_1's auc: 0.898891 valid_1's binary_logloss: 0.437001
[5] valid_0's auc: 0.897062 valid_0's binary_logloss: 0.43042 valid_1's auc: 0.900121 valid_1's binary_logloss: 0.42066
[6] valid_0's auc: 0.897753 valid_0's binary_logloss: 0.416973 valid_1's auc: 0.901305 valid_1's binary_logloss: 0.407041
[7] valid_0's auc: 0.898496 valid_0's binary_logloss: 0.405285 valid_1's auc: 0.90152 valid_1's binary_logloss: 0.395542
[8] valid_0's auc: 0.899601 valid_0's binary_logloss: 0.395018 valid_1's auc: 0.902834 valid_1's binary_logloss: 0.385161
[9] valid_0's auc: 0.900309 valid_0's binary_logloss: 0.38628 valid_1's auc: 0.903314 valid_1's binary_logloss: 0.376468
[10] valid_0's auc: 0.900879 valid_0's binary_logloss: 0.378683 valid_1's auc: 0.903486 valid_1's binary_logloss: 0.369189
[11] valid_0's auc: 0.901314 valid_0's binary_logloss: 0.372179 valid_1's auc: 0.903545 valid_1's binary_logloss: 0.363044
[12] valid_0's auc: 0.902019 valid_0's binary_logloss: 0.366218 valid_1's auc: 0.90418 valid_1's binary_logloss: 0.357307
[13] valid_0's auc: 0.902768 valid_0's binary_logloss: 0.360999 valid_1's auc: 0.904527 valid_1's binary_logloss: 0.352542
[14] valid_0's auc: 0.903581 valid_0's binary_logloss: 0.356267 valid_1's auc: 0.90534 valid_1's binary_logloss: 0.347981
[15] valid_0's auc: 0.904279 valid_0's binary_logloss: 0.352021 valid_1's auc: 0.905796 valid_1's binary_logloss: 0.344233
[16] valid_0's auc: 0.904859 valid_0's binary_logloss: 0.348325 valid_1's auc: 0.906107 valid_1's binary_logloss: 0.340942
[17] valid_0's auc: 0.905675 valid_0's binary_logloss: 0.344855 valid_1's auc: 0.906667 valid_1's binary_logloss: 0.337985
[18] valid_0's auc: 0.906509 valid_0's binary_logloss: 0.341622 valid_1's auc: 0.906774 valid_1's binary_logloss: 0.335609
[19] valid_0's auc: 0.907097 valid_0's binary_logloss: 0.338785 valid_1's auc: 0.907143 valid_1's binary_logloss: 0.333283
[20] valid_0's auc: 0.907558 valid_0's binary_logloss: 0.336305 valid_1's auc: 0.907354 valid_1's binary_logloss: 0.331148
[21] valid_0's auc: 0.908378 valid_0's binary_logloss: 0.333814 valid_1's auc: 0.90764 valid_1's binary_logloss: 0.329295
[22] valid_0's auc: 0.908958 valid_0's binary_logloss: 0.331572 valid_1's auc: 0.90797 valid_1's binary_logloss: 0.327415
[23] valid_0's auc: 0.909526 valid_0's binary_logloss: 0.329478 valid_1's auc: 0.908289 valid_1's binary_logloss: 0.325685
[24] valid_0's auc: 0.910203 valid_0's binary_logloss: 0.32749 valid_1's auc: 0.908433 valid_1's binary_logloss: 0.324457
[25] valid_0's auc: 0.910766 valid_0's binary_logloss: 0.325706 valid_1's auc: 0.90871 valid_1's binary_logloss: 0.323222
[26] valid_0's auc: 0.911103 valid_0's binary_logloss: 0.324349 valid_1's auc: 0.908774 valid_1's binary_logloss: 0.322294
[27] valid_0's auc: 0.911523 valid_0's binary_logloss: 0.32284 valid_1's auc: 0.908903 valid_1's binary_logloss: 0.321285
[28] valid_0's auc: 0.912053 valid_0's binary_logloss: 0.32133 valid_1's auc: 0.908994 valid_1's binary_logloss: 0.32044
[29] valid_0's auc: 0.91256 valid_0's binary_logloss: 0.319935 valid_1's auc: 0.909003 valid_1's binary_logloss: 0.319741
[30] valid_0's auc: 0.91302 valid_0's binary_logloss: 0.318651 valid_1's auc: 0.909113 valid_1's binary_logloss: 0.319024
[31] valid_0's auc: 0.913531 valid_0's binary_logloss: 0.317382 valid_1's auc: 0.909132 valid_1's binary_logloss: 0.31846
[32] valid_0's auc: 0.913959 valid_0's binary_logloss: 0.316199 valid_1's auc: 0.909185 valid_1's binary_logloss: 0.31792
[33] valid_0's auc: 0.914338 valid_0's binary_logloss: 0.315227 valid_1's auc: 0.909213 valid_1's binary_logloss: 0.317438
[34] valid_0's auc: 0.914701 valid_0's binary_logloss: 0.314299 valid_1's auc: 0.909325 valid_1's binary_logloss: 0.317016
[35] valid_0's auc: 0.915078 valid_0's binary_logloss: 0.313349 valid_1's auc: 0.909279 valid_1's binary_logloss: 0.316728
[36] valid_0's auc: 0.915465 valid_0's binary_logloss: 0.312396 valid_1's auc: 0.909381 valid_1's binary_logloss: 0.316332
[37] valid_0's auc: 0.91574 valid_0's binary_logloss: 0.311714 valid_1's auc: 0.909368 valid_1's binary_logloss: 0.316152
[38] valid_0's auc: 0.916223 valid_0's binary_logloss: 0.310741 valid_1's auc: 0.909384 valid_1's binary_logloss: 0.315786
[39] valid_0's auc: 0.916477 valid_0's binary_logloss: 0.310122 valid_1's auc: 0.909493 valid_1's binary_logloss: 0.315443
[40] valid_0's auc: 0.916817 valid_0's binary_logloss: 0.309372 valid_1's auc: 0.909603 valid_1's binary_logloss: 0.315066
[41] valid_0's auc: 0.917162 valid_0's binary_logloss: 0.308604 valid_1's auc: 0.909639 valid_1's binary_logloss: 0.3149
[42] valid_0's auc: 0.917493 valid_0's binary_logloss: 0.307907 valid_1's auc: 0.909569 valid_1's binary_logloss: 0.314861
[43] valid_0's auc: 0.917837 valid_0's binary_logloss: 0.307162 valid_1's auc: 0.90957 valid_1's binary_logloss: 0.314733
[44] valid_0's auc: 0.918167 valid_0's binary_logloss: 0.306487 valid_1's auc: 0.909621 valid_1's binary_logloss: 0.31455
[45] valid_0's auc: 0.918333 valid_0's binary_logloss: 0.306105 valid_1's auc: 0.909591 valid_1's binary_logloss: 0.314526
[46] valid_0's auc: 0.918655 valid_0's binary_logloss: 0.305424 valid_1's auc: 0.909539 valid_1's binary_logloss: 0.314427
[47] valid_0's auc: 0.918985 valid_0's binary_logloss: 0.304742 valid_1's auc: 0.909456 valid_1's binary_logloss: 0.314424
[48] valid_0's auc: 0.91939 valid_0's binary_logloss: 0.304018 valid_1's auc: 0.909467 valid_1's binary_logloss: 0.314384
[49] valid_0's auc: 0.91975 valid_0's binary_logloss: 0.303358 valid_1's auc: 0.909583 valid_1's binary_logloss: 0.314159
[50] valid_0's auc: 0.920083 valid_0's binary_logloss: 0.30273 valid_1's auc: 0.90957 valid_1's binary_logloss: 0.314176
[51] valid_0's auc: 0.920397 valid_0's binary_logloss: 0.302171 valid_1's auc: 0.909583 valid_1's binary_logloss: 0.314126
[52] valid_0's auc: 0.920643 valid_0's binary_logloss: 0.301737 valid_1's auc: 0.909555 valid_1's binary_logloss: 0.314108
[53] valid_0's auc: 0.92103 valid_0's binary_logloss: 0.301055 valid_1's auc: 0.909531 valid_1's binary_logloss: 0.314161
[54] valid_0's auc: 0.921355 valid_0's binary_logloss: 0.300483 valid_1's auc: 0.909482 valid_1's binary_logloss: 0.3142
[55] valid_0's auc: 0.921795 valid_0's binary_logloss: 0.299702 valid_1's auc: 0.909493 valid_1's binary_logloss: 0.314181
[56] valid_0's auc: 0.922088 valid_0's binary_logloss: 0.29912 valid_1's auc: 0.909452 valid_1's binary_logloss: 0.314208
[57] valid_0's auc: 0.922427 valid_0's binary_logloss: 0.298476 valid_1's auc: 0.909426 valid_1's binary_logloss: 0.314258
[58] valid_0's auc: 0.922606 valid_0's binary_logloss: 0.298081 valid_1's auc: 0.909423 valid_1's binary_logloss: 0.314268
[59] valid_0's auc: 0.922862 valid_0's binary_logloss: 0.297566 valid_1's auc: 0.909367 valid_1's binary_logloss: 0.314353
[60] valid_0's auc: 0.923163 valid_0's binary_logloss: 0.297038 valid_1's auc: 0.909243 valid_1's binary_logloss: 0.314481
[61] valid_0's auc: 0.923316 valid_0's binary_logloss: 0.296708 valid_1's auc: 0.909211 valid_1's binary_logloss: 0.314471
[62] valid_0's auc: 0.923645 valid_0's binary_logloss: 0.29619 valid_1's auc: 0.909099 valid_1's binary_logloss: 0.314658
[63] valid_0's auc: 0.923866 valid_0's binary_logloss: 0.295798 valid_1's auc: 0.909084 valid_1's binary_logloss: 0.314661
[64] valid_0's auc: 0.9242 valid_0's binary_logloss: 0.295235 valid_1's auc: 0.908959 valid_1's binary_logloss: 0.314867
[65] valid_0's auc: 0.924464 valid_0's binary_logloss: 0.294731 valid_1's auc: 0.908857 valid_1's binary_logloss: 0.314948
[66] valid_0's auc: 0.924677 valid_0's binary_logloss: 0.294344 valid_1's auc: 0.9088 valid_1's binary_logloss: 0.315026
[67] valid_0's auc: 0.925025 valid_0's binary_logloss: 0.293773 valid_1's auc: 0.908749 valid_1's binary_logloss: 0.315115
[68] valid_0's auc: 0.92518 valid_0's binary_logloss: 0.293496 valid_1's auc: 0.908687 valid_1's binary_logloss: 0.315227
[69] valid_0's auc: 0.925456 valid_0's binary_logloss: 0.293047 valid_1's auc: 0.90862 valid_1's binary_logloss: 0.315335
[70] valid_0's auc: 0.925634 valid_0's binary_logloss: 0.29272 valid_1's auc: 0.908646 valid_1's binary_logloss: 0.315359
[71] valid_0's auc: 0.925872 valid_0's binary_logloss: 0.292262 valid_1's auc: 0.908704 valid_1's binary_logloss: 0.315263
[72] valid_0's auc: 0.926065 valid_0's binary_logloss: 0.291939 valid_1's auc: 0.908616 valid_1's binary_logloss: 0.315408
[73] valid_0's auc: 0.926426 valid_0's binary_logloss: 0.291351 valid_1's auc: 0.908659 valid_1's binary_logloss: 0.315366
[74] valid_0's auc: 0.926622 valid_0's binary_logloss: 0.290995 valid_1's auc: 0.908647 valid_1's binary_logloss: 0.315374
[75] valid_0's auc: 0.92691 valid_0's binary_logloss: 0.290504 valid_1's auc: 0.908683 valid_1's binary_logloss: 0.315337
[76] valid_0's auc: 0.927022 valid_0's binary_logloss: 0.290284 valid_1's auc: 0.90854 valid_1's binary_logloss: 0.315519
[77] valid_0's auc: 0.927277 valid_0's binary_logloss: 0.289798 valid_1's auc: 0.908484 valid_1's binary_logloss: 0.315637
[78] valid_0's auc: 0.927536 valid_0's binary_logloss: 0.289357 valid_1's auc: 0.908396 valid_1's binary_logloss: 0.315793
[79] valid_0's auc: 0.927812 valid_0's binary_logloss: 0.288851 valid_1's auc: 0.908282 valid_1's binary_logloss: 0.316022
[80] valid_0's auc: 0.928044 valid_0's binary_logloss: 0.28844 valid_1's auc: 0.908214 valid_1's binary_logloss: 0.316115
[81] valid_0's auc: 0.928205 valid_0's binary_logloss: 0.288111 valid_1's auc: 0.908118 valid_1's binary_logloss: 0.316254
[82] valid_0's auc: 0.928396 valid_0's binary_logloss: 0.287727 valid_1's auc: 0.90802 valid_1's binary_logloss: 0.316449
[83] valid_0's auc: 0.928605 valid_0's binary_logloss: 0.287366 valid_1's auc: 0.908011 valid_1's binary_logloss: 0.316466
[84] valid_0's auc: 0.928839 valid_0's binary_logloss: 0.286971 valid_1's auc: 0.907933 valid_1's binary_logloss: 0.31662
[85] valid_0's auc: 0.928915 valid_0's binary_logloss: 0.2868 valid_1's auc: 0.907916 valid_1's binary_logloss: 0.316654
[86] valid_0's auc: 0.929181 valid_0's binary_logloss: 0.286319 valid_1's auc: 0.90791 valid_1's binary_logloss: 0.316728
[87] valid_0's auc: 0.929371 valid_0's binary_logloss: 0.285994 valid_1's auc: 0.907886 valid_1's binary_logloss: 0.316765
[88] valid_0's auc: 0.929502 valid_0's binary_logloss: 0.285761 valid_1's auc: 0.907916 valid_1's binary_logloss: 0.316743
[89] valid_0's auc: 0.929659 valid_0's binary_logloss: 0.285429 valid_1's auc: 0.907961 valid_1's binary_logloss: 0.316672
[90] valid_0's auc: 0.929931 valid_0's binary_logloss: 0.284982 valid_1's auc: 0.907924 valid_1's binary_logloss: 0.316773
[91] valid_0's auc: 0.93015 valid_0's binary_logloss: 0.2846 valid_1's auc: 0.907924 valid_1's binary_logloss: 0.316769
[92] valid_0's auc: 0.930368 valid_0's binary_logloss: 0.284197 valid_1's auc: 0.907787 valid_1's binary_logloss: 0.317005
[93] valid_0's auc: 0.930583 valid_0's binary_logloss: 0.283829 valid_1's auc: 0.907746 valid_1's binary_logloss: 0.317083
[94] valid_0's auc: 0.930804 valid_0's binary_logloss: 0.283453 valid_1's auc: 0.907833 valid_1's binary_logloss: 0.316959
[95] valid_0's auc: 0.930997 valid_0's binary_logloss: 0.283092 valid_1's auc: 0.907775 valid_1's binary_logloss: 0.31709
[96] valid_0's auc: 0.931191 valid_0's binary_logloss: 0.282729 valid_1's auc: 0.907659 valid_1's binary_logloss: 0.317264
[97] valid_0's auc: 0.931372 valid_0's binary_logloss: 0.282436 valid_1's auc: 0.907629 valid_1's binary_logloss: 0.317278
[98] valid_0's auc: 0.931553 valid_0's binary_logloss: 0.282131 valid_1's auc: 0.907633 valid_1's binary_logloss: 0.317264
[99] valid_0's auc: 0.931774 valid_0's binary_logloss: 0.281744 valid_1's auc: 0.907556 valid_1's binary_logloss: 0.317429
[100] valid_0's auc: 0.931904 valid_0's binary_logloss: 0.281482 valid_1's auc: 0.90761 valid_1's binary_logloss: 0.317349
[101] valid_0's auc: 0.932084 valid_0's binary_logloss: 0.281156 valid_1's auc: 0.90758 valid_1's binary_logloss: 0.317376
[102] valid_0's auc: 0.932305 valid_0's binary_logloss: 0.280757 valid_1's auc: 0.907474 valid_1's binary_logloss: 0.317591
[103] valid_0's auc: 0.932607 valid_0's binary_logloss: 0.280266 valid_1's auc: 0.907353 valid_1's binary_logloss: 0.317736
[104] valid_0's auc: 0.932796 valid_0's binary_logloss: 0.279974 valid_1's auc: 0.90731 valid_1's binary_logloss: 0.317816
[105] valid_0's auc: 0.932951 valid_0's binary_logloss: 0.279695 valid_1's auc: 0.907265 valid_1's binary_logloss: 0.31795
[106] valid_0's auc: 0.933104 valid_0's binary_logloss: 0.279431 valid_1's auc: 0.907172 valid_1's binary_logloss: 0.318088
[107] valid_0's auc: 0.933257 valid_0's binary_logloss: 0.279174 valid_1's auc: 0.907182 valid_1's binary_logloss: 0.318058
[108] valid_0's auc: 0.93343 valid_0's binary_logloss: 0.278857 valid_1's auc: 0.907086 valid_1's binary_logloss: 0.318236
[109] valid_0's auc: 0.933558 valid_0's binary_logloss: 0.278626 valid_1's auc: 0.907023 valid_1's binary_logloss: 0.318332
[110] valid_0's auc: 0.933732 valid_0's binary_logloss: 0.278322 valid_1's auc: 0.906943 valid_1's binary_logloss: 0.318478
[111] valid_0's auc: 0.933953 valid_0's binary_logloss: 0.277947 valid_1's auc: 0.906897 valid_1's binary_logloss: 0.318553
[112] valid_0's auc: 0.934012 valid_0's binary_logloss: 0.277813 valid_1's auc: 0.906878 valid_1's binary_logloss: 0.318612
[113] valid_0's auc: 0.934274 valid_0's binary_logloss: 0.27736 valid_1's auc: 0.906806 valid_1's binary_logloss: 0.318723
[114] valid_0's auc: 0.934468 valid_0's binary_logloss: 0.277018 valid_1's auc: 0.906638 valid_1's binary_logloss: 0.319016
[115] valid_0's auc: 0.934638 valid_0's binary_logloss: 0.27676 valid_1's auc: 0.906613 valid_1's binary_logloss: 0.319048
[116] valid_0's auc: 0.934859 valid_0's binary_logloss: 0.276382 valid_1's auc: 0.906575 valid_1's binary_logloss: 0.31909
[117] valid_0's auc: 0.934925 valid_0's binary_logloss: 0.276253 valid_1's auc: 0.906516 valid_1's binary_logloss: 0.319189
[118] valid_0's auc: 0.935133 valid_0's binary_logloss: 0.275888 valid_1's auc: 0.9065 valid_1's binary_logloss: 0.319235
[119] valid_0's auc: 0.935308 valid_0's binary_logloss: 0.275562 valid_1's auc: 0.906449 valid_1's binary_logloss: 0.319398
[120] valid_0's auc: 0.935468 valid_0's binary_logloss: 0.275277 valid_1's auc: 0.906505 valid_1's binary_logloss: 0.31929
[121] valid_0's auc: 0.935668 valid_0's binary_logloss: 0.274917 valid_1's auc: 0.906467 valid_1's binary_logloss: 0.31938
[122] valid_0's auc: 0.935807 valid_0's binary_logloss: 0.274678 valid_1's auc: 0.906415 valid_1's binary_logloss: 0.319463
[123] valid_0's auc: 0.936005 valid_0's binary_logloss: 0.2743 valid_1's auc: 0.906462 valid_1's binary_logloss: 0.319443
[124] valid_0's auc: 0.936173 valid_0's binary_logloss: 0.273982 valid_1's auc: 0.90644 valid_1's binary_logloss: 0.319597
[125] valid_0's auc: 0.936376 valid_0's binary_logloss: 0.273627 valid_1's auc: 0.906473 valid_1's binary_logloss: 0.319552
[126] valid_0's auc: 0.936551 valid_0's binary_logloss: 0.273322 valid_1's auc: 0.906298 valid_1's binary_logloss: 0.319885
[127] valid_0's auc: 0.936745 valid_0's binary_logloss: 0.272991 valid_1's auc: 0.906121 valid_1's binary_logloss: 0.32011
[128] valid_0's auc: 0.93691 valid_0's binary_logloss: 0.272682 valid_1's auc: 0.906086 valid_1's binary_logloss: 0.320223
[129] valid_0's auc: 0.937074 valid_0's binary_logloss: 0.272395 valid_1's auc: 0.906158 valid_1's binary_logloss: 0.320087
[130] valid_0's auc: 0.937206 valid_0's binary_logloss: 0.272148 valid_1's auc: 0.906151 valid_1's binary_logloss: 0.32007
[131] valid_0's auc: 0.93742 valid_0's binary_logloss: 0.271797 valid_1's auc: 0.906127 valid_1's binary_logloss: 0.320121
[132] valid_0's auc: 0.937542 valid_0's binary_logloss: 0.271551 valid_1's auc: 0.906118 valid_1's binary_logloss: 0.320187
[133] valid_0's auc: 0.9377 valid_0's binary_logloss: 0.271277 valid_1's auc: 0.90604 valid_1's binary_logloss: 0.320381
[134] valid_0's auc: 0.937735 valid_0's binary_logloss: 0.271221 valid_1's auc: 0.90598 valid_1's binary_logloss: 0.320479
[135] valid_0's auc: 0.937769 valid_0's binary_logloss: 0.271166 valid_1's auc: 0.905914 valid_1's binary_logloss: 0.320599
[136] valid_0's auc: 0.937933 valid_0's binary_logloss: 0.270894 valid_1's auc: 0.905932 valid_1's binary_logloss: 0.320674
[137] valid_0's auc: 0.938118 valid_0's binary_logloss: 0.270562 valid_1's auc: 0.905833 valid_1's binary_logloss: 0.320836
[138] valid_0's auc: 0.938331 valid_0's binary_logloss: 0.270171 valid_1's auc: 0.905794 valid_1's binary_logloss: 0.320872
[139] valid_0's auc: 0.938497 valid_0's binary_logloss: 0.269823 valid_1's auc: 0.905847 valid_1's binary_logloss: 0.320815
[140] valid_0's auc: 0.938624 valid_0's binary_logloss: 0.269606 valid_1's auc: 0.90585 valid_1's binary_logloss: 0.320907
[141] valid_0's auc: 0.938678 valid_0's binary_logloss: 0.269487 valid_1's auc: 0.905873 valid_1's binary_logloss: 0.320891
Early stopping, best iteration is:
[41] valid_0's auc: 0.917162 valid_0's binary_logloss: 0.308604 valid_1's auc: 0.909639 valid_1's binary_logloss: 0.3149
[1] valid_0's auc: 0.886809 valid_0's binary_logloss: 0.517145 valid_1's auc: 0.89313 valid_1's binary_logloss: 0.508294
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.89216 valid_0's binary_logloss: 0.488453 valid_1's auc: 0.898763 valid_1's binary_logloss: 0.478697
[3] valid_0's auc: 0.893142 valid_0's binary_logloss: 0.465421 valid_1's auc: 0.900417 valid_1's binary_logloss: 0.455027
[4] valid_0's auc: 0.894664 valid_0's binary_logloss: 0.446357 valid_1's auc: 0.90081 valid_1's binary_logloss: 0.435946
[5] valid_0's auc: 0.896153 valid_0's binary_logloss: 0.430079 valid_1's auc: 0.901764 valid_1's binary_logloss: 0.419975
[6] valid_0's auc: 0.897206 valid_0's binary_logloss: 0.416532 valid_1's auc: 0.902251 valid_1's binary_logloss: 0.40638
[7] valid_0's auc: 0.898567 valid_0's binary_logloss: 0.404826 valid_1's auc: 0.903033 valid_1's binary_logloss: 0.394778
[8] valid_0's auc: 0.899448 valid_0's binary_logloss: 0.394776 valid_1's auc: 0.903927 valid_1's binary_logloss: 0.384847
[9] valid_0's auc: 0.900088 valid_0's binary_logloss: 0.386104 valid_1's auc: 0.904161 valid_1's binary_logloss: 0.37639
[10] valid_0's auc: 0.901027 valid_0's binary_logloss: 0.378192 valid_1's auc: 0.904446 valid_1's binary_logloss: 0.369001
[11] valid_0's auc: 0.901764 valid_0's binary_logloss: 0.371436 valid_1's auc: 0.904953 valid_1's binary_logloss: 0.362451
[12] valid_0's auc: 0.902489 valid_0's binary_logloss: 0.365439 valid_1's auc: 0.904959 valid_1's binary_logloss: 0.357082
[13] valid_0's auc: 0.903502 valid_0's binary_logloss: 0.360046 valid_1's auc: 0.905536 valid_1's binary_logloss: 0.352049
[14] valid_0's auc: 0.904396 valid_0's binary_logloss: 0.355398 valid_1's auc: 0.905823 valid_1's binary_logloss: 0.34774
[15] valid_0's auc: 0.904934 valid_0's binary_logloss: 0.351206 valid_1's auc: 0.906022 valid_1's binary_logloss: 0.344043
[16] valid_0's auc: 0.905569 valid_0's binary_logloss: 0.347535 valid_1's auc: 0.906377 valid_1's binary_logloss: 0.340724
[17] valid_0's auc: 0.906055 valid_0's binary_logloss: 0.344217 valid_1's auc: 0.906775 valid_1's binary_logloss: 0.337671
[18] valid_0's auc: 0.906551 valid_0's binary_logloss: 0.341209 valid_1's auc: 0.90747 valid_1's binary_logloss: 0.334811
[19] valid_0's auc: 0.907641 valid_0's binary_logloss: 0.338006 valid_1's auc: 0.907893 valid_1's binary_logloss: 0.332332
[20] valid_0's auc: 0.90819 valid_0's binary_logloss: 0.335486 valid_1's auc: 0.908373 valid_1's binary_logloss: 0.329934
[21] valid_0's auc: 0.908964 valid_0's binary_logloss: 0.332971 valid_1's auc: 0.90855 valid_1's binary_logloss: 0.32818
[22] valid_0's auc: 0.909547 valid_0's binary_logloss: 0.330718 valid_1's auc: 0.908644 valid_1's binary_logloss: 0.326522
[23] valid_0's auc: 0.910058 valid_0's binary_logloss: 0.328697 valid_1's auc: 0.908582 valid_1's binary_logloss: 0.325272
[24] valid_0's auc: 0.910606 valid_0's binary_logloss: 0.326753 valid_1's auc: 0.908869 valid_1's binary_logloss: 0.323869
[25] valid_0's auc: 0.911109 valid_0's binary_logloss: 0.324964 valid_1's auc: 0.909069 valid_1's binary_logloss: 0.322625
[26] valid_0's auc: 0.911732 valid_0's binary_logloss: 0.323322 valid_1's auc: 0.909235 valid_1's binary_logloss: 0.321654
[27] valid_0's auc: 0.912288 valid_0's binary_logloss: 0.321716 valid_1's auc: 0.909162 valid_1's binary_logloss: 0.321004
[28] valid_0's auc: 0.912703 valid_0's binary_logloss: 0.320322 valid_1's auc: 0.909336 valid_1's binary_logloss: 0.320072
[29] valid_0's auc: 0.913164 valid_0's binary_logloss: 0.318981 valid_1's auc: 0.90934 valid_1's binary_logloss: 0.319466
[30] valid_0's auc: 0.913641 valid_0's binary_logloss: 0.317667 valid_1's auc: 0.90943 valid_1's binary_logloss: 0.318834
[31] valid_0's auc: 0.914029 valid_0's binary_logloss: 0.316637 valid_1's auc: 0.909567 valid_1's binary_logloss: 0.318209
[32] valid_0's auc: 0.914472 valid_0's binary_logloss: 0.31551 valid_1's auc: 0.909657 valid_1's binary_logloss: 0.317686
[33] valid_0's auc: 0.914852 valid_0's binary_logloss: 0.314576 valid_1's auc: 0.909778 valid_1's binary_logloss: 0.317205
[34] valid_0's auc: 0.915237 valid_0's binary_logloss: 0.31355 valid_1's auc: 0.909801 valid_1's binary_logloss: 0.316731
[35] valid_0's auc: 0.915653 valid_0's binary_logloss: 0.312657 valid_1's auc: 0.909855 valid_1's binary_logloss: 0.316376
[36] valid_0's auc: 0.915976 valid_0's binary_logloss: 0.311797 valid_1's auc: 0.90981 valid_1's binary_logloss: 0.316174
[37] valid_0's auc: 0.916279 valid_0's binary_logloss: 0.311071 valid_1's auc: 0.909893 valid_1's binary_logloss: 0.315847
[38] valid_0's auc: 0.916637 valid_0's binary_logloss: 0.310222 valid_1's auc: 0.909867 valid_1's binary_logloss: 0.315592
[39] valid_0's auc: 0.917042 valid_0's binary_logloss: 0.309337 valid_1's auc: 0.909799 valid_1's binary_logloss: 0.315496
[40] valid_0's auc: 0.917355 valid_0's binary_logloss: 0.308607 valid_1's auc: 0.909819 valid_1's binary_logloss: 0.315243
[41] valid_0's auc: 0.917701 valid_0's binary_logloss: 0.307828 valid_1's auc: 0.909946 valid_1's binary_logloss: 0.314876
[42] valid_0's auc: 0.91791 valid_0's binary_logloss: 0.307312 valid_1's auc: 0.909868 valid_1's binary_logloss: 0.314873
[43] valid_0's auc: 0.918213 valid_0's binary_logloss: 0.306626 valid_1's auc: 0.909911 valid_1's binary_logloss: 0.314674
[44] valid_0's auc: 0.918685 valid_0's binary_logloss: 0.305763 valid_1's auc: 0.910019 valid_1's binary_logloss: 0.314403
[45] valid_0's auc: 0.919016 valid_0's binary_logloss: 0.305061 valid_1's auc: 0.909875 valid_1's binary_logloss: 0.314482
[46] valid_0's auc: 0.919317 valid_0's binary_logloss: 0.304415 valid_1's auc: 0.90993 valid_1's binary_logloss: 0.314315
[47] valid_0's auc: 0.919643 valid_0's binary_logloss: 0.303774 valid_1's auc: 0.91001 valid_1's binary_logloss: 0.314116
[48] valid_0's auc: 0.919876 valid_0's binary_logloss: 0.303313 valid_1's auc: 0.910168 valid_1's binary_logloss: 0.313836
[49] valid_0's auc: 0.920177 valid_0's binary_logloss: 0.302649 valid_1's auc: 0.91025 valid_1's binary_logloss: 0.3136
[50] valid_0's auc: 0.920349 valid_0's binary_logloss: 0.302246 valid_1's auc: 0.910222 valid_1's binary_logloss: 0.313564
[51] valid_0's auc: 0.920706 valid_0's binary_logloss: 0.301598 valid_1's auc: 0.910294 valid_1's binary_logloss: 0.313402
[52] valid_0's auc: 0.920921 valid_0's binary_logloss: 0.301137 valid_1's auc: 0.910263 valid_1's binary_logloss: 0.31342
[53] valid_0's auc: 0.921298 valid_0's binary_logloss: 0.300471 valid_1's auc: 0.910231 valid_1's binary_logloss: 0.313349
[54] valid_0's auc: 0.921585 valid_0's binary_logloss: 0.299963 valid_1's auc: 0.910234 valid_1's binary_logloss: 0.313302
[55] valid_0's auc: 0.921697 valid_0's binary_logloss: 0.299732 valid_1's auc: 0.910245 valid_1's binary_logloss: 0.313266
[56] valid_0's auc: 0.922057 valid_0's binary_logloss: 0.299048 valid_1's auc: 0.91021 valid_1's binary_logloss: 0.313286
[57] valid_0's auc: 0.922272 valid_0's binary_logloss: 0.298589 valid_1's auc: 0.910227 valid_1's binary_logloss: 0.313215
[58] valid_0's auc: 0.922627 valid_0's binary_logloss: 0.297913 valid_1's auc: 0.910163 valid_1's binary_logloss: 0.31331
[59] valid_0's auc: 0.922844 valid_0's binary_logloss: 0.297475 valid_1's auc: 0.910196 valid_1's binary_logloss: 0.313274
[60] valid_0's auc: 0.923142 valid_0's binary_logloss: 0.296931 valid_1's auc: 0.910059 valid_1's binary_logloss: 0.313461
[61] valid_0's auc: 0.923408 valid_0's binary_logloss: 0.29645 valid_1's auc: 0.909899 valid_1's binary_logloss: 0.313659
[62] valid_0's auc: 0.923753 valid_0's binary_logloss: 0.295876 valid_1's auc: 0.909852 valid_1's binary_logloss: 0.313769
[63] valid_0's auc: 0.923918 valid_0's binary_logloss: 0.295573 valid_1's auc: 0.909839 valid_1's binary_logloss: 0.313806
[64] valid_0's auc: 0.924058 valid_0's binary_logloss: 0.295292 valid_1's auc: 0.909802 valid_1's binary_logloss: 0.313854
[65] valid_0's auc: 0.924295 valid_0's binary_logloss: 0.294827 valid_1's auc: 0.909754 valid_1's binary_logloss: 0.31389
[66] valid_0's auc: 0.924591 valid_0's binary_logloss: 0.294336 valid_1's auc: 0.909557 valid_1's binary_logloss: 0.314177
[67] valid_0's auc: 0.924695 valid_0's binary_logloss: 0.294118 valid_1's auc: 0.909637 valid_1's binary_logloss: 0.314063
[68] valid_0's auc: 0.92506 valid_0's binary_logloss: 0.293509 valid_1's auc: 0.90968 valid_1's binary_logloss: 0.314033
[69] valid_0's auc: 0.925381 valid_0's binary_logloss: 0.292937 valid_1's auc: 0.909558 valid_1's binary_logloss: 0.314218
[70] valid_0's auc: 0.925704 valid_0's binary_logloss: 0.292351 valid_1's auc: 0.909505 valid_1's binary_logloss: 0.314355
[71] valid_0's auc: 0.926066 valid_0's binary_logloss: 0.291815 valid_1's auc: 0.909454 valid_1's binary_logloss: 0.314434
[72] valid_0's auc: 0.926392 valid_0's binary_logloss: 0.291233 valid_1's auc: 0.909469 valid_1's binary_logloss: 0.314452
[73] valid_0's auc: 0.926687 valid_0's binary_logloss: 0.290731 valid_1's auc: 0.909389 valid_1's binary_logloss: 0.314558
[74] valid_0's auc: 0.926863 valid_0's binary_logloss: 0.290417 valid_1's auc: 0.909342 valid_1's binary_logloss: 0.314633
[75] valid_0's auc: 0.927058 valid_0's binary_logloss: 0.290045 valid_1's auc: 0.909244 valid_1's binary_logloss: 0.314776
[76] valid_0's auc: 0.927263 valid_0's binary_logloss: 0.289688 valid_1's auc: 0.909167 valid_1's binary_logloss: 0.314921
[77] valid_0's auc: 0.927689 valid_0's binary_logloss: 0.288981 valid_1's auc: 0.909179 valid_1's binary_logloss: 0.314832
[78] valid_0's auc: 0.927919 valid_0's binary_logloss: 0.288578 valid_1's auc: 0.909109 valid_1's binary_logloss: 0.314948
[79] valid_0's auc: 0.928059 valid_0's binary_logloss: 0.288347 valid_1's auc: 0.909067 valid_1's binary_logloss: 0.315034
[80] valid_0's auc: 0.928365 valid_0's binary_logloss: 0.287803 valid_1's auc: 0.909176 valid_1's binary_logloss: 0.314929
[81] valid_0's auc: 0.928568 valid_0's binary_logloss: 0.287417 valid_1's auc: 0.909032 valid_1's binary_logloss: 0.315136
[82] valid_0's auc: 0.92872 valid_0's binary_logloss: 0.28717 valid_1's auc: 0.909108 valid_1's binary_logloss: 0.315059
[83] valid_0's auc: 0.92888 valid_0's binary_logloss: 0.286886 valid_1's auc: 0.909067 valid_1's binary_logloss: 0.31514
[84] valid_0's auc: 0.929183 valid_0's binary_logloss: 0.286369 valid_1's auc: 0.909027 valid_1's binary_logloss: 0.315224
[85] valid_0's auc: 0.929482 valid_0's binary_logloss: 0.285895 valid_1's auc: 0.909042 valid_1's binary_logloss: 0.315277
[86] valid_0's auc: 0.929739 valid_0's binary_logloss: 0.285461 valid_1's auc: 0.90904 valid_1's binary_logloss: 0.315297
[87] valid_0's auc: 0.929925 valid_0's binary_logloss: 0.285139 valid_1's auc: 0.908926 valid_1's binary_logloss: 0.315499
[88] valid_0's auc: 0.930169 valid_0's binary_logloss: 0.2847 valid_1's auc: 0.908899 valid_1's binary_logloss: 0.315544
[89] valid_0's auc: 0.930365 valid_0's binary_logloss: 0.284347 valid_1's auc: 0.908884 valid_1's binary_logloss: 0.315591
[90] valid_0's auc: 0.930587 valid_0's binary_logloss: 0.283946 valid_1's auc: 0.908832 valid_1's binary_logloss: 0.315658
[91] valid_0's auc: 0.93075 valid_0's binary_logloss: 0.283696 valid_1's auc: 0.908728 valid_1's binary_logloss: 0.315867
[92] valid_0's auc: 0.930981 valid_0's binary_logloss: 0.283342 valid_1's auc: 0.908746 valid_1's binary_logloss: 0.315862
[93] valid_0's auc: 0.931177 valid_0's binary_logloss: 0.28298 valid_1's auc: 0.908636 valid_1's binary_logloss: 0.316031
[94] valid_0's auc: 0.93136 valid_0's binary_logloss: 0.282631 valid_1's auc: 0.908576 valid_1's binary_logloss: 0.316121
[95] valid_0's auc: 0.931666 valid_0's binary_logloss: 0.28212 valid_1's auc: 0.908527 valid_1's binary_logloss: 0.316188
[96] valid_0's auc: 0.931787 valid_0's binary_logloss: 0.281858 valid_1's auc: 0.908518 valid_1's binary_logloss: 0.316223
[97] valid_0's auc: 0.931907 valid_0's binary_logloss: 0.281655 valid_1's auc: 0.908519 valid_1's binary_logloss: 0.316246
[98] valid_0's auc: 0.9321 valid_0's binary_logloss: 0.281286 valid_1's auc: 0.908416 valid_1's binary_logloss: 0.316424
[99] valid_0's auc: 0.932193 valid_0's binary_logloss: 0.281118 valid_1's auc: 0.908408 valid_1's binary_logloss: 0.316464
[100] valid_0's auc: 0.932369 valid_0's binary_logloss: 0.280841 valid_1's auc: 0.908268 valid_1's binary_logloss: 0.316661
[101] valid_0's auc: 0.932661 valid_0's binary_logloss: 0.28034 valid_1's auc: 0.908109 valid_1's binary_logloss: 0.316955
[102] valid_0's auc: 0.932826 valid_0's binary_logloss: 0.280049 valid_1's auc: 0.908069 valid_1's binary_logloss: 0.317018
[103] valid_0's auc: 0.933014 valid_0's binary_logloss: 0.279725 valid_1's auc: 0.908021 valid_1's binary_logloss: 0.317085
[104] valid_0's auc: 0.933166 valid_0's binary_logloss: 0.279473 valid_1's auc: 0.907929 valid_1's binary_logloss: 0.317241
[105] valid_0's auc: 0.933321 valid_0's binary_logloss: 0.279207 valid_1's auc: 0.907911 valid_1's binary_logloss: 0.31726
[106] valid_0's auc: 0.933581 valid_0's binary_logloss: 0.278748 valid_1's auc: 0.907938 valid_1's binary_logloss: 0.317267
[107] valid_0's auc: 0.933698 valid_0's binary_logloss: 0.278542 valid_1's auc: 0.90794 valid_1's binary_logloss: 0.317308
[108] valid_0's auc: 0.933821 valid_0's binary_logloss: 0.278321 valid_1's auc: 0.907919 valid_1's binary_logloss: 0.317375
[109] valid_0's auc: 0.933888 valid_0's binary_logloss: 0.27822 valid_1's auc: 0.907898 valid_1's binary_logloss: 0.317388
[110] valid_0's auc: 0.934064 valid_0's binary_logloss: 0.277874 valid_1's auc: 0.907812 valid_1's binary_logloss: 0.317555
[111] valid_0's auc: 0.934327 valid_0's binary_logloss: 0.277437 valid_1's auc: 0.907728 valid_1's binary_logloss: 0.317713
[112] valid_0's auc: 0.934544 valid_0's binary_logloss: 0.277065 valid_1's auc: 0.907635 valid_1's binary_logloss: 0.317884
[113] valid_0's auc: 0.934611 valid_0's binary_logloss: 0.276948 valid_1's auc: 0.90761 valid_1's binary_logloss: 0.317942
[114] valid_0's auc: 0.934754 valid_0's binary_logloss: 0.276625 valid_1's auc: 0.907642 valid_1's binary_logloss: 0.317983
[115] valid_0's auc: 0.934975 valid_0's binary_logloss: 0.276261 valid_1's auc: 0.907505 valid_1's binary_logloss: 0.318194
[116] valid_0's auc: 0.935169 valid_0's binary_logloss: 0.275939 valid_1's auc: 0.907433 valid_1's binary_logloss: 0.318353
[117] valid_0's auc: 0.935298 valid_0's binary_logloss: 0.275729 valid_1's auc: 0.907339 valid_1's binary_logloss: 0.318545
[118] valid_0's auc: 0.935438 valid_0's binary_logloss: 0.275487 valid_1's auc: 0.907353 valid_1's binary_logloss: 0.318587
[119] valid_0's auc: 0.935658 valid_0's binary_logloss: 0.27512 valid_1's auc: 0.907304 valid_1's binary_logloss: 0.318633
[120] valid_0's auc: 0.935802 valid_0's binary_logloss: 0.274844 valid_1's auc: 0.907275 valid_1's binary_logloss: 0.318715
[121] valid_0's auc: 0.936013 valid_0's binary_logloss: 0.274488 valid_1's auc: 0.907205 valid_1's binary_logloss: 0.318872
[122] valid_0's auc: 0.936204 valid_0's binary_logloss: 0.274157 valid_1's auc: 0.907177 valid_1's binary_logloss: 0.318962
[123] valid_0's auc: 0.936337 valid_0's binary_logloss: 0.273926 valid_1's auc: 0.907094 valid_1's binary_logloss: 0.319126
[124] valid_0's auc: 0.936498 valid_0's binary_logloss: 0.273636 valid_1's auc: 0.907081 valid_1's binary_logloss: 0.319178
[125] valid_0's auc: 0.936675 valid_0's binary_logloss: 0.273302 valid_1's auc: 0.906984 valid_1's binary_logloss: 0.319317
[126] valid_0's auc: 0.936776 valid_0's binary_logloss: 0.273149 valid_1's auc: 0.906966 valid_1's binary_logloss: 0.319331
[127] valid_0's auc: 0.93689 valid_0's binary_logloss: 0.272923 valid_1's auc: 0.906976 valid_1's binary_logloss: 0.319368
[128] valid_0's auc: 0.937077 valid_0's binary_logloss: 0.272605 valid_1's auc: 0.906959 valid_1's binary_logloss: 0.319397
[129] valid_0's auc: 0.937324 valid_0's binary_logloss: 0.272162 valid_1's auc: 0.906863 valid_1's binary_logloss: 0.319597
[130] valid_0's auc: 0.93747 valid_0's binary_logloss: 0.271892 valid_1's auc: 0.90684 valid_1's binary_logloss: 0.319663
[131] valid_0's auc: 0.937649 valid_0's binary_logloss: 0.271597 valid_1's auc: 0.90672 valid_1's binary_logloss: 0.319891
[132] valid_0's auc: 0.937821 valid_0's binary_logloss: 0.271277 valid_1's auc: 0.906739 valid_1's binary_logloss: 0.319871
[133] valid_0's auc: 0.937978 valid_0's binary_logloss: 0.270996 valid_1's auc: 0.906701 valid_1's binary_logloss: 0.319963
[134] valid_0's auc: 0.938099 valid_0's binary_logloss: 0.270759 valid_1's auc: 0.906713 valid_1's binary_logloss: 0.319974
[135] valid_0's auc: 0.938254 valid_0's binary_logloss: 0.270458 valid_1's auc: 0.906758 valid_1's binary_logloss: 0.319938
[136] valid_0's auc: 0.938492 valid_0's binary_logloss: 0.270064 valid_1's auc: 0.906781 valid_1's binary_logloss: 0.319962
[137] valid_0's auc: 0.938675 valid_0's binary_logloss: 0.269735 valid_1's auc: 0.906837 valid_1's binary_logloss: 0.319855
[138] valid_0's auc: 0.938811 valid_0's binary_logloss: 0.269492 valid_1's auc: 0.906887 valid_1's binary_logloss: 0.319759
[139] valid_0's auc: 0.939007 valid_0's binary_logloss: 0.269148 valid_1's auc: 0.906784 valid_1's binary_logloss: 0.319974
[140] valid_0's auc: 0.939196 valid_0's binary_logloss: 0.268795 valid_1's auc: 0.906671 valid_1's binary_logloss: 0.320188
[141] valid_0's auc: 0.939263 valid_0's binary_logloss: 0.268669 valid_1's auc: 0.906668 valid_1's binary_logloss: 0.320225
[142] valid_0's auc: 0.939523 valid_0's binary_logloss: 0.268238 valid_1's auc: 0.906601 valid_1's binary_logloss: 0.320365
[143] valid_0's auc: 0.939667 valid_0's binary_logloss: 0.267985 valid_1's auc: 0.906498 valid_1's binary_logloss: 0.320565
[144] valid_0's auc: 0.93981 valid_0's binary_logloss: 0.267715 valid_1's auc: 0.906369 valid_1's binary_logloss: 0.32077
[145] valid_0's auc: 0.939975 valid_0's binary_logloss: 0.267408 valid_1's auc: 0.906251 valid_1's binary_logloss: 0.320988
[146] valid_0's auc: 0.940066 valid_0's binary_logloss: 0.267248 valid_1's auc: 0.906272 valid_1's binary_logloss: 0.320964
[147] valid_0's auc: 0.940152 valid_0's binary_logloss: 0.26711 valid_1's auc: 0.906305 valid_1's binary_logloss: 0.320942
[148] valid_0's auc: 0.940358 valid_0's binary_logloss: 0.266717 valid_1's auc: 0.906162 valid_1's binary_logloss: 0.321257
[149] valid_0's auc: 0.940566 valid_0's binary_logloss: 0.266371 valid_1's auc: 0.905972 valid_1's binary_logloss: 0.321599
[150] valid_0's auc: 0.940659 valid_0's binary_logloss: 0.266164 valid_1's auc: 0.905894 valid_1's binary_logloss: 0.321786
[151] valid_0's auc: 0.94085 valid_0's binary_logloss: 0.265815 valid_1's auc: 0.905868 valid_1's binary_logloss: 0.321815
Early stopping, best iteration is:
[51] valid_0's auc: 0.920706 valid_0's binary_logloss: 0.301598 valid_1's auc: 0.910294 valid_1's binary_logloss: 0.313402
[1] valid_0's auc: 0.886366 valid_0's binary_logloss: 0.517423 valid_1's auc: 0.892799 valid_1's binary_logloss: 0.508777
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.888759 valid_0's binary_logloss: 0.488556 valid_1's auc: 0.895152 valid_1's binary_logloss: 0.479361
[3] valid_0's auc: 0.892643 valid_0's binary_logloss: 0.465454 valid_1's auc: 0.896898 valid_1's binary_logloss: 0.456014
[4] valid_0's auc: 0.895125 valid_0's binary_logloss: 0.446087 valid_1's auc: 0.898809 valid_1's binary_logloss: 0.436623
[5] valid_0's auc: 0.896757 valid_0's binary_logloss: 0.429967 valid_1's auc: 0.900346 valid_1's binary_logloss: 0.420554
[6] valid_0's auc: 0.897595 valid_0's binary_logloss: 0.416415 valid_1's auc: 0.90118 valid_1's binary_logloss: 0.406888
[7] valid_0's auc: 0.898389 valid_0's binary_logloss: 0.404783 valid_1's auc: 0.902115 valid_1's binary_logloss: 0.395137
[8] valid_0's auc: 0.899254 valid_0's binary_logloss: 0.39474 valid_1's auc: 0.90328 valid_1's binary_logloss: 0.384959
[9] valid_0's auc: 0.900112 valid_0's binary_logloss: 0.386002 valid_1's auc: 0.903808 valid_1's binary_logloss: 0.376579
[10] valid_0's auc: 0.900897 valid_0's binary_logloss: 0.378409 valid_1's auc: 0.903466 valid_1's binary_logloss: 0.36976
[11] valid_0's auc: 0.901567 valid_0's binary_logloss: 0.371769 valid_1's auc: 0.903577 valid_1's binary_logloss: 0.363767
[12] valid_0's auc: 0.90237 valid_0's binary_logloss: 0.365834 valid_1's auc: 0.903726 valid_1's binary_logloss: 0.358346
[13] valid_0's auc: 0.903362 valid_0's binary_logloss: 0.360672 valid_1's auc: 0.90434 valid_1's binary_logloss: 0.353454
[14] valid_0's auc: 0.904131 valid_0's binary_logloss: 0.355963 valid_1's auc: 0.904464 valid_1's binary_logloss: 0.349327
[15] valid_0's auc: 0.904883 valid_0's binary_logloss: 0.351582 valid_1's auc: 0.904861 valid_1's binary_logloss: 0.345397
[16] valid_0's auc: 0.905702 valid_0's binary_logloss: 0.34777 valid_1's auc: 0.905292 valid_1's binary_logloss: 0.342089
[17] valid_0's auc: 0.906274 valid_0's binary_logloss: 0.34436 valid_1's auc: 0.905994 valid_1's binary_logloss: 0.339027
[18] valid_0's auc: 0.906857 valid_0's binary_logloss: 0.341298 valid_1's auc: 0.906403 valid_1's binary_logloss: 0.336268
[19] valid_0's auc: 0.907659 valid_0's binary_logloss: 0.338307 valid_1's auc: 0.906461 valid_1's binary_logloss: 0.334276
[20] valid_0's auc: 0.908416 valid_0's binary_logloss: 0.33563 valid_1's auc: 0.906586 valid_1's binary_logloss: 0.332392
[21] valid_0's auc: 0.909067 valid_0's binary_logloss: 0.33313 valid_1's auc: 0.906681 valid_1's binary_logloss: 0.330627
[22] valid_0's auc: 0.909696 valid_0's binary_logloss: 0.330901 valid_1's auc: 0.906783 valid_1's binary_logloss: 0.329174
[23] valid_0's auc: 0.910208 valid_0's binary_logloss: 0.328885 valid_1's auc: 0.906922 valid_1's binary_logloss: 0.327663
[24] valid_0's auc: 0.910854 valid_0's binary_logloss: 0.326932 valid_1's auc: 0.906875 valid_1's binary_logloss: 0.326583
[25] valid_0's auc: 0.911462 valid_0's binary_logloss: 0.325177 valid_1's auc: 0.907073 valid_1's binary_logloss: 0.325404
[26] valid_0's auc: 0.911941 valid_0's binary_logloss: 0.323554 valid_1's auc: 0.907173 valid_1's binary_logloss: 0.324396
[27] valid_0's auc: 0.912441 valid_0's binary_logloss: 0.322019 valid_1's auc: 0.907483 valid_1's binary_logloss: 0.32328
[28] valid_0's auc: 0.912892 valid_0's binary_logloss: 0.320592 valid_1's auc: 0.907588 valid_1's binary_logloss: 0.32251
[29] valid_0's auc: 0.913249 valid_0's binary_logloss: 0.319368 valid_1's auc: 0.907691 valid_1's binary_logloss: 0.321745
[30] valid_0's auc: 0.913691 valid_0's binary_logloss: 0.318139 valid_1's auc: 0.907786 valid_1's binary_logloss: 0.321144
[31] valid_0's auc: 0.914103 valid_0's binary_logloss: 0.317021 valid_1's auc: 0.907843 valid_1's binary_logloss: 0.320645
[32] valid_0's auc: 0.914525 valid_0's binary_logloss: 0.315901 valid_1's auc: 0.907936 valid_1's binary_logloss: 0.320157
[33] valid_0's auc: 0.91497 valid_0's binary_logloss: 0.314792 valid_1's auc: 0.907948 valid_1's binary_logloss: 0.31978
[34] valid_0's auc: 0.915343 valid_0's binary_logloss: 0.313791 valid_1's auc: 0.907981 valid_1's binary_logloss: 0.319378
[35] valid_0's auc: 0.915854 valid_0's binary_logloss: 0.312648 valid_1's auc: 0.908065 valid_1's binary_logloss: 0.318974
[36] valid_0's auc: 0.916195 valid_0's binary_logloss: 0.311759 valid_1's auc: 0.90807 valid_1's binary_logloss: 0.318688
[37] valid_0's auc: 0.916517 valid_0's binary_logloss: 0.310935 valid_1's auc: 0.908101 valid_1's binary_logloss: 0.318433
[38] valid_0's auc: 0.916955 valid_0's binary_logloss: 0.310028 valid_1's auc: 0.908056 valid_1's binary_logloss: 0.318329
[39] valid_0's auc: 0.91725 valid_0's binary_logloss: 0.309359 valid_1's auc: 0.908126 valid_1's binary_logloss: 0.318062
[40] valid_0's auc: 0.917563 valid_0's binary_logloss: 0.308638 valid_1's auc: 0.908172 valid_1's binary_logloss: 0.317796
[41] valid_0's auc: 0.917898 valid_0's binary_logloss: 0.307912 valid_1's auc: 0.908084 valid_1's binary_logloss: 0.31778
[42] valid_0's auc: 0.918183 valid_0's binary_logloss: 0.307214 valid_1's auc: 0.908204 valid_1's binary_logloss: 0.31746
[43] valid_0's auc: 0.91853 valid_0's binary_logloss: 0.306483 valid_1's auc: 0.908167 valid_1's binary_logloss: 0.317323
[44] valid_0's auc: 0.918753 valid_0's binary_logloss: 0.30599 valid_1's auc: 0.908168 valid_1's binary_logloss: 0.31725
[45] valid_0's auc: 0.919127 valid_0's binary_logloss: 0.305242 valid_1's auc: 0.908236 valid_1's binary_logloss: 0.31705
[46] valid_0's auc: 0.919499 valid_0's binary_logloss: 0.304477 valid_1's auc: 0.90824 valid_1's binary_logloss: 0.316967
[47] valid_0's auc: 0.919805 valid_0's binary_logloss: 0.30392 valid_1's auc: 0.908285 valid_1's binary_logloss: 0.316871
[48] valid_0's auc: 0.920216 valid_0's binary_logloss: 0.303115 valid_1's auc: 0.908303 valid_1's binary_logloss: 0.316766
[49] valid_0's auc: 0.920547 valid_0's binary_logloss: 0.302456 valid_1's auc: 0.908347 valid_1's binary_logloss: 0.316621
[50] valid_0's auc: 0.920997 valid_0's binary_logloss: 0.301643 valid_1's auc: 0.908315 valid_1's binary_logloss: 0.316526
[51] valid_0's auc: 0.921225 valid_0's binary_logloss: 0.301202 valid_1's auc: 0.908194 valid_1's binary_logloss: 0.316648
[52] valid_0's auc: 0.921509 valid_0's binary_logloss: 0.300592 valid_1's auc: 0.90807 valid_1's binary_logloss: 0.31681
[53] valid_0's auc: 0.921739 valid_0's binary_logloss: 0.300107 valid_1's auc: 0.907957 valid_1's binary_logloss: 0.316874
[54] valid_0's auc: 0.922008 valid_0's binary_logloss: 0.29959 valid_1's auc: 0.907976 valid_1's binary_logloss: 0.316796
[55] valid_0's auc: 0.922297 valid_0's binary_logloss: 0.299045 valid_1's auc: 0.907953 valid_1's binary_logloss: 0.3168
[56] valid_0's auc: 0.92252 valid_0's binary_logloss: 0.298633 valid_1's auc: 0.907853 valid_1's binary_logloss: 0.31694
[57] valid_0's auc: 0.922752 valid_0's binary_logloss: 0.298204 valid_1's auc: 0.907623 valid_1's binary_logloss: 0.317225
[58] valid_0's auc: 0.922979 valid_0's binary_logloss: 0.297733 valid_1's auc: 0.907734 valid_1's binary_logloss: 0.317057
[59] valid_0's auc: 0.923122 valid_0's binary_logloss: 0.297462 valid_1's auc: 0.90771 valid_1's binary_logloss: 0.317103
[60] valid_0's auc: 0.923342 valid_0's binary_logloss: 0.297069 valid_1's auc: 0.907652 valid_1's binary_logloss: 0.317152
[61] valid_0's auc: 0.923574 valid_0's binary_logloss: 0.296649 valid_1's auc: 0.907696 valid_1's binary_logloss: 0.31704
[62] valid_0's auc: 0.923958 valid_0's binary_logloss: 0.296068 valid_1's auc: 0.907619 valid_1's binary_logloss: 0.317148
[63] valid_0's auc: 0.924116 valid_0's binary_logloss: 0.295744 valid_1's auc: 0.907641 valid_1's binary_logloss: 0.317086
[64] valid_0's auc: 0.924297 valid_0's binary_logloss: 0.29538 valid_1's auc: 0.907596 valid_1's binary_logloss: 0.317207
[65] valid_0's auc: 0.924734 valid_0's binary_logloss: 0.294622 valid_1's auc: 0.907576 valid_1's binary_logloss: 0.317288
[66] valid_0's auc: 0.925002 valid_0's binary_logloss: 0.294135 valid_1's auc: 0.907608 valid_1's binary_logloss: 0.317294
[67] valid_0's auc: 0.925092 valid_0's binary_logloss: 0.293939 valid_1's auc: 0.907537 valid_1's binary_logloss: 0.317429
[68] valid_0's auc: 0.925416 valid_0's binary_logloss: 0.2934 valid_1's auc: 0.907464 valid_1's binary_logloss: 0.317472
[69] valid_0's auc: 0.925541 valid_0's binary_logloss: 0.293154 valid_1's auc: 0.907415 valid_1's binary_logloss: 0.317534
[70] valid_0's auc: 0.925768 valid_0's binary_logloss: 0.292749 valid_1's auc: 0.907396 valid_1's binary_logloss: 0.317547
[71] valid_0's auc: 0.926107 valid_0's binary_logloss: 0.292137 valid_1's auc: 0.907567 valid_1's binary_logloss: 0.31729
[72] valid_0's auc: 0.92625 valid_0's binary_logloss: 0.291864 valid_1's auc: 0.90759 valid_1's binary_logloss: 0.317276
[73] valid_0's auc: 0.926569 valid_0's binary_logloss: 0.291314 valid_1's auc: 0.907559 valid_1's binary_logloss: 0.317353
[74] valid_0's auc: 0.926792 valid_0's binary_logloss: 0.290926 valid_1's auc: 0.907439 valid_1's binary_logloss: 0.317581
[75] valid_0's auc: 0.927024 valid_0's binary_logloss: 0.290456 valid_1's auc: 0.907369 valid_1's binary_logloss: 0.317735
[76] valid_0's auc: 0.927335 valid_0's binary_logloss: 0.289885 valid_1's auc: 0.9073 valid_1's binary_logloss: 0.317856
[77] valid_0's auc: 0.927694 valid_0's binary_logloss: 0.289303 valid_1's auc: 0.907282 valid_1's binary_logloss: 0.317909
[78] valid_0's auc: 0.927793 valid_0's binary_logloss: 0.289109 valid_1's auc: 0.907301 valid_1's binary_logloss: 0.317898
[79] valid_0's auc: 0.927935 valid_0's binary_logloss: 0.288796 valid_1's auc: 0.907202 valid_1's binary_logloss: 0.318065
[80] valid_0's auc: 0.928178 valid_0's binary_logloss: 0.288342 valid_1's auc: 0.90704 valid_1's binary_logloss: 0.318338
[81] valid_0's auc: 0.928345 valid_0's binary_logloss: 0.288069 valid_1's auc: 0.906983 valid_1's binary_logloss: 0.31846
[82] valid_0's auc: 0.928521 valid_0's binary_logloss: 0.287765 valid_1's auc: 0.906943 valid_1's binary_logloss: 0.318496
[83] valid_0's auc: 0.92863 valid_0's binary_logloss: 0.287568 valid_1's auc: 0.906936 valid_1's binary_logloss: 0.318539
[84] valid_0's auc: 0.928904 valid_0's binary_logloss: 0.287083 valid_1's auc: 0.906931 valid_1's binary_logloss: 0.318601
[85] valid_0's auc: 0.929163 valid_0's binary_logloss: 0.286607 valid_1's auc: 0.90688 valid_1's binary_logloss: 0.318667
[86] valid_0's auc: 0.92939 valid_0's binary_logloss: 0.286236 valid_1's auc: 0.906897 valid_1's binary_logloss: 0.318704
[87] valid_0's auc: 0.92963 valid_0's binary_logloss: 0.285798 valid_1's auc: 0.906864 valid_1's binary_logloss: 0.318823
[88] valid_0's auc: 0.929929 valid_0's binary_logloss: 0.285278 valid_1's auc: 0.906767 valid_1's binary_logloss: 0.318992
[89] valid_0's auc: 0.930176 valid_0's binary_logloss: 0.284858 valid_1's auc: 0.906714 valid_1's binary_logloss: 0.319028
[90] valid_0's auc: 0.93037 valid_0's binary_logloss: 0.284508 valid_1's auc: 0.906634 valid_1's binary_logloss: 0.319154
[91] valid_0's auc: 0.930645 valid_0's binary_logloss: 0.284006 valid_1's auc: 0.906702 valid_1's binary_logloss: 0.319049
[92] valid_0's auc: 0.930797 valid_0's binary_logloss: 0.283757 valid_1's auc: 0.906653 valid_1's binary_logloss: 0.319186
[93] valid_0's auc: 0.931018 valid_0's binary_logloss: 0.283359 valid_1's auc: 0.906679 valid_1's binary_logloss: 0.319162
[94] valid_0's auc: 0.931199 valid_0's binary_logloss: 0.283027 valid_1's auc: 0.906634 valid_1's binary_logloss: 0.319256
[95] valid_0's auc: 0.9314 valid_0's binary_logloss: 0.282685 valid_1's auc: 0.906576 valid_1's binary_logloss: 0.319366
[96] valid_0's auc: 0.931613 valid_0's binary_logloss: 0.282289 valid_1's auc: 0.906409 valid_1's binary_logloss: 0.319682
[97] valid_0's auc: 0.931727 valid_0's binary_logloss: 0.282092 valid_1's auc: 0.906365 valid_1's binary_logloss: 0.319761
[98] valid_0's auc: 0.93194 valid_0's binary_logloss: 0.28168 valid_1's auc: 0.906287 valid_1's binary_logloss: 0.319938
[99] valid_0's auc: 0.932213 valid_0's binary_logloss: 0.281208 valid_1's auc: 0.906245 valid_1's binary_logloss: 0.320031
[100] valid_0's auc: 0.932323 valid_0's binary_logloss: 0.281015 valid_1's auc: 0.906269 valid_1's binary_logloss: 0.320026
[101] valid_0's auc: 0.932581 valid_0's binary_logloss: 0.280575 valid_1's auc: 0.906104 valid_1's binary_logloss: 0.320294
[102] valid_0's auc: 0.932664 valid_0's binary_logloss: 0.280422 valid_1's auc: 0.906023 valid_1's binary_logloss: 0.320473
[103] valid_0's auc: 0.932929 valid_0's binary_logloss: 0.279973 valid_1's auc: 0.905977 valid_1's binary_logloss: 0.32058
[104] valid_0's auc: 0.933123 valid_0's binary_logloss: 0.279623 valid_1's auc: 0.905918 valid_1's binary_logloss: 0.320704
[105] valid_0's auc: 0.933345 valid_0's binary_logloss: 0.279226 valid_1's auc: 0.905898 valid_1's binary_logloss: 0.320753
[106] valid_0's auc: 0.933618 valid_0's binary_logloss: 0.278748 valid_1's auc: 0.905835 valid_1's binary_logloss: 0.320856
[107] valid_0's auc: 0.93373 valid_0's binary_logloss: 0.278553 valid_1's auc: 0.905786 valid_1's binary_logloss: 0.32095
[108] valid_0's auc: 0.933922 valid_0's binary_logloss: 0.278212 valid_1's auc: 0.905738 valid_1's binary_logloss: 0.321101
[109] valid_0's auc: 0.933991 valid_0's binary_logloss: 0.278067 valid_1's auc: 0.905709 valid_1's binary_logloss: 0.321143
[110] valid_0's auc: 0.934211 valid_0's binary_logloss: 0.277688 valid_1's auc: 0.905607 valid_1's binary_logloss: 0.321332
[111] valid_0's auc: 0.934319 valid_0's binary_logloss: 0.277473 valid_1's auc: 0.905618 valid_1's binary_logloss: 0.321341
[112] valid_0's auc: 0.934538 valid_0's binary_logloss: 0.277104 valid_1's auc: 0.905607 valid_1's binary_logloss: 0.321335
[113] valid_0's auc: 0.934718 valid_0's binary_logloss: 0.276752 valid_1's auc: 0.905715 valid_1's binary_logloss: 0.321205
[114] valid_0's auc: 0.934842 valid_0's binary_logloss: 0.276546 valid_1's auc: 0.905714 valid_1's binary_logloss: 0.321206
[115] valid_0's auc: 0.934939 valid_0's binary_logloss: 0.276374 valid_1's auc: 0.905647 valid_1's binary_logloss: 0.321307
[116] valid_0's auc: 0.935168 valid_0's binary_logloss: 0.275968 valid_1's auc: 0.905654 valid_1's binary_logloss: 0.321319
[117] valid_0's auc: 0.935365 valid_0's binary_logloss: 0.275633 valid_1's auc: 0.905604 valid_1's binary_logloss: 0.321419
[118] valid_0's auc: 0.935622 valid_0's binary_logloss: 0.275214 valid_1's auc: 0.905644 valid_1's binary_logloss: 0.32143
[119] valid_0's auc: 0.935816 valid_0's binary_logloss: 0.274892 valid_1's auc: 0.905555 valid_1's binary_logloss: 0.321599
[120] valid_0's auc: 0.936017 valid_0's binary_logloss: 0.27454 valid_1's auc: 0.905492 valid_1's binary_logloss: 0.321746
[121] valid_0's auc: 0.936221 valid_0's binary_logloss: 0.27418 valid_1's auc: 0.905472 valid_1's binary_logloss: 0.321836
[122] valid_0's auc: 0.936414 valid_0's binary_logloss: 0.273839 valid_1's auc: 0.905487 valid_1's binary_logloss: 0.321873
[123] valid_0's auc: 0.936592 valid_0's binary_logloss: 0.273526 valid_1's auc: 0.90555 valid_1's binary_logloss: 0.321754
[124] valid_0's auc: 0.936783 valid_0's binary_logloss: 0.273151 valid_1's auc: 0.905504 valid_1's binary_logloss: 0.321932
[125] valid_0's auc: 0.937001 valid_0's binary_logloss: 0.272769 valid_1's auc: 0.905399 valid_1's binary_logloss: 0.322148
[126] valid_0's auc: 0.937181 valid_0's binary_logloss: 0.272461 valid_1's auc: 0.905368 valid_1's binary_logloss: 0.322182
[127] valid_0's auc: 0.937255 valid_0's binary_logloss: 0.272326 valid_1's auc: 0.905317 valid_1's binary_logloss: 0.322276
[128] valid_0's auc: 0.937347 valid_0's binary_logloss: 0.272143 valid_1's auc: 0.905181 valid_1's binary_logloss: 0.322531
[129] valid_0's auc: 0.937562 valid_0's binary_logloss: 0.271738 valid_1's auc: 0.90501 valid_1's binary_logloss: 0.322899
[130] valid_0's auc: 0.937816 valid_0's binary_logloss: 0.271295 valid_1's auc: 0.90503 valid_1's binary_logloss: 0.322912
[131] valid_0's auc: 0.938005 valid_0's binary_logloss: 0.27095 valid_1's auc: 0.904995 valid_1's binary_logloss: 0.323006
[132] valid_0's auc: 0.938193 valid_0's binary_logloss: 0.270604 valid_1's auc: 0.904878 valid_1's binary_logloss: 0.323233
[133] valid_0's auc: 0.938399 valid_0's binary_logloss: 0.270237 valid_1's auc: 0.904824 valid_1's binary_logloss: 0.323395
[134] valid_0's auc: 0.938547 valid_0's binary_logloss: 0.269957 valid_1's auc: 0.904761 valid_1's binary_logloss: 0.323515
[135] valid_0's auc: 0.938752 valid_0's binary_logloss: 0.269578 valid_1's auc: 0.904766 valid_1's binary_logloss: 0.323557
[136] valid_0's auc: 0.93897 valid_0's binary_logloss: 0.26919 valid_1's auc: 0.904837 valid_1's binary_logloss: 0.323527
[137] valid_0's auc: 0.939156 valid_0's binary_logloss: 0.26889 valid_1's auc: 0.904658 valid_1's binary_logloss: 0.323821
[138] valid_0's auc: 0.939319 valid_0's binary_logloss: 0.268631 valid_1's auc: 0.904651 valid_1's binary_logloss: 0.323812
[139] valid_0's auc: 0.939391 valid_0's binary_logloss: 0.26849 valid_1's auc: 0.904626 valid_1's binary_logloss: 0.323872
[140] valid_0's auc: 0.939569 valid_0's binary_logloss: 0.268168 valid_1's auc: 0.904566 valid_1's binary_logloss: 0.324057
[141] valid_0's auc: 0.939699 valid_0's binary_logloss: 0.267926 valid_1's auc: 0.904499 valid_1's binary_logloss: 0.324206
[142] valid_0's auc: 0.939832 valid_0's binary_logloss: 0.267691 valid_1's auc: 0.904503 valid_1's binary_logloss: 0.324252
[143] valid_0's auc: 0.939924 valid_0's binary_logloss: 0.267531 valid_1's auc: 0.904464 valid_1's binary_logloss: 0.324357
[144] valid_0's auc: 0.940063 valid_0's binary_logloss: 0.267275 valid_1's auc: 0.904379 valid_1's binary_logloss: 0.324532
[145] valid_0's auc: 0.940192 valid_0's binary_logloss: 0.267036 valid_1's auc: 0.904377 valid_1's binary_logloss: 0.324658
[146] valid_0's auc: 0.940267 valid_0's binary_logloss: 0.266867 valid_1's auc: 0.904366 valid_1's binary_logloss: 0.324713
[147] valid_0's auc: 0.940447 valid_0's binary_logloss: 0.26657 valid_1's auc: 0.904312 valid_1's binary_logloss: 0.324756
[148] valid_0's auc: 0.940676 valid_0's binary_logloss: 0.266153 valid_1's auc: 0.904287 valid_1's binary_logloss: 0.324812
[149] valid_0's auc: 0.940703 valid_0's binary_logloss: 0.266099 valid_1's auc: 0.904324 valid_1's binary_logloss: 0.324771
Early stopping, best iteration is:
[49] valid_0's auc: 0.920547 valid_0's binary_logloss: 0.302456 valid_1's auc: 0.908347 valid_1's binary_logloss: 0.316621
[1] valid_0's auc: 0.886805 valid_0's binary_logloss: 0.517289 valid_1's auc: 0.891684 valid_1's binary_logloss: 0.508653
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.889668 valid_0's binary_logloss: 0.488712 valid_1's auc: 0.894918 valid_1's binary_logloss: 0.47927
[3] valid_0's auc: 0.89361 valid_0's binary_logloss: 0.465687 valid_1's auc: 0.898734 valid_1's binary_logloss: 0.45601
[4] valid_0's auc: 0.895553 valid_0's binary_logloss: 0.446468 valid_1's auc: 0.90079 valid_1's binary_logloss: 0.436566
[5] valid_0's auc: 0.896401 valid_0's binary_logloss: 0.430672 valid_1's auc: 0.901623 valid_1's binary_logloss: 0.420454
[6] valid_0's auc: 0.896545 valid_0's binary_logloss: 0.41736 valid_1's auc: 0.901267 valid_1's binary_logloss: 0.406977
[7] valid_0's auc: 0.897461 valid_0's binary_logloss: 0.405844 valid_1's auc: 0.902131 valid_1's binary_logloss: 0.395407
[8] valid_0's auc: 0.898327 valid_0's binary_logloss: 0.395865 valid_1's auc: 0.903339 valid_1's binary_logloss: 0.385204
[9] valid_0's auc: 0.899571 valid_0's binary_logloss: 0.387058 valid_1's auc: 0.904324 valid_1's binary_logloss: 0.376461
[10] valid_0's auc: 0.900155 valid_0's binary_logloss: 0.379443 valid_1's auc: 0.905151 valid_1's binary_logloss: 0.368739
[11] valid_0's auc: 0.90124 valid_0's binary_logloss: 0.372634 valid_1's auc: 0.905003 valid_1's binary_logloss: 0.362691
[12] valid_0's auc: 0.902435 valid_0's binary_logloss: 0.366582 valid_1's auc: 0.905656 valid_1's binary_logloss: 0.357008
[13] valid_0's auc: 0.903009 valid_0's binary_logloss: 0.36138 valid_1's auc: 0.906027 valid_1's binary_logloss: 0.35201
[14] valid_0's auc: 0.903743 valid_0's binary_logloss: 0.356547 valid_1's auc: 0.906627 valid_1's binary_logloss: 0.347441
[15] valid_0's auc: 0.904526 valid_0's binary_logloss: 0.352314 valid_1's auc: 0.906997 valid_1's binary_logloss: 0.343724
[16] valid_0's auc: 0.905211 valid_0's binary_logloss: 0.348457 valid_1's auc: 0.907363 valid_1's binary_logloss: 0.340323
[17] valid_0's auc: 0.905837 valid_0's binary_logloss: 0.344964 valid_1's auc: 0.907743 valid_1's binary_logloss: 0.337358
[18] valid_0's auc: 0.906699 valid_0's binary_logloss: 0.34162 valid_1's auc: 0.90828 valid_1's binary_logloss: 0.33451
[19] valid_0's auc: 0.907319 valid_0's binary_logloss: 0.33892 valid_1's auc: 0.908375 valid_1's binary_logloss: 0.332382
[20] valid_0's auc: 0.907772 valid_0's binary_logloss: 0.336469 valid_1's auc: 0.90829 valid_1's binary_logloss: 0.330595
[21] valid_0's auc: 0.908302 valid_0's binary_logloss: 0.334073 valid_1's auc: 0.908412 valid_1's binary_logloss: 0.328761
[22] valid_0's auc: 0.908909 valid_0's binary_logloss: 0.33193 valid_1's auc: 0.908716 valid_1's binary_logloss: 0.327031
[23] valid_0's auc: 0.909525 valid_0's binary_logloss: 0.329835 valid_1's auc: 0.908735 valid_1's binary_logloss: 0.325659
[24] valid_0's auc: 0.909988 valid_0's binary_logloss: 0.328053 valid_1's auc: 0.908814 valid_1's binary_logloss: 0.324339
[25] valid_0's auc: 0.910568 valid_0's binary_logloss: 0.326245 valid_1's auc: 0.908941 valid_1's binary_logloss: 0.323256
[26] valid_0's auc: 0.911152 valid_0's binary_logloss: 0.324506 valid_1's auc: 0.908967 valid_1's binary_logloss: 0.322239
[27] valid_0's auc: 0.911634 valid_0's binary_logloss: 0.323011 valid_1's auc: 0.909023 valid_1's binary_logloss: 0.321387
[28] valid_0's auc: 0.91212 valid_0's binary_logloss: 0.321547 valid_1's auc: 0.909042 valid_1's binary_logloss: 0.320603
[29] valid_0's auc: 0.912647 valid_0's binary_logloss: 0.320118 valid_1's auc: 0.909103 valid_1's binary_logloss: 0.319904
[30] valid_0's auc: 0.913062 valid_0's binary_logloss: 0.318877 valid_1's auc: 0.909051 valid_1's binary_logloss: 0.319345
[31] valid_0's auc: 0.913456 valid_0's binary_logloss: 0.317847 valid_1's auc: 0.909274 valid_1's binary_logloss: 0.318633
[32] valid_0's auc: 0.914029 valid_0's binary_logloss: 0.316482 valid_1's auc: 0.909136 valid_1's binary_logloss: 0.318282
[33] valid_0's auc: 0.91448 valid_0's binary_logloss: 0.315316 valid_1's auc: 0.909164 valid_1's binary_logloss: 0.317931
[34] valid_0's auc: 0.914927 valid_0's binary_logloss: 0.314249 valid_1's auc: 0.909118 valid_1's binary_logloss: 0.317609
[35] valid_0's auc: 0.915219 valid_0's binary_logloss: 0.31341 valid_1's auc: 0.909169 valid_1's binary_logloss: 0.317194
[36] valid_0's auc: 0.915565 valid_0's binary_logloss: 0.312507 valid_1's auc: 0.909334 valid_1's binary_logloss: 0.316725
[37] valid_0's auc: 0.916165 valid_0's binary_logloss: 0.311296 valid_1's auc: 0.909385 valid_1's binary_logloss: 0.316466
[38] valid_0's auc: 0.916598 valid_0's binary_logloss: 0.310285 valid_1's auc: 0.909422 valid_1's binary_logloss: 0.316111
[39] valid_0's auc: 0.916942 valid_0's binary_logloss: 0.309505 valid_1's auc: 0.909583 valid_1's binary_logloss: 0.315705
[40] valid_0's auc: 0.917226 valid_0's binary_logloss: 0.308822 valid_1's auc: 0.909632 valid_1's binary_logloss: 0.315446
[41] valid_0's auc: 0.917562 valid_0's binary_logloss: 0.308106 valid_1's auc: 0.909701 valid_1's binary_logloss: 0.315181
[42] valid_0's auc: 0.917993 valid_0's binary_logloss: 0.307252 valid_1's auc: 0.909809 valid_1's binary_logloss: 0.314872
[43] valid_0's auc: 0.918376 valid_0's binary_logloss: 0.306475 valid_1's auc: 0.909849 valid_1's binary_logloss: 0.31473
[44] valid_0's auc: 0.918764 valid_0's binary_logloss: 0.305707 valid_1's auc: 0.909852 valid_1's binary_logloss: 0.314649
[45] valid_0's auc: 0.919084 valid_0's binary_logloss: 0.305032 valid_1's auc: 0.909838 valid_1's binary_logloss: 0.314533
[46] valid_0's auc: 0.919454 valid_0's binary_logloss: 0.304289 valid_1's auc: 0.909845 valid_1's binary_logloss: 0.314408
[47] valid_0's auc: 0.919709 valid_0's binary_logloss: 0.303741 valid_1's auc: 0.909825 valid_1's binary_logloss: 0.314348
[48] valid_0's auc: 0.920064 valid_0's binary_logloss: 0.303076 valid_1's auc: 0.909784 valid_1's binary_logloss: 0.31434
[49] valid_0's auc: 0.920324 valid_0's binary_logloss: 0.302573 valid_1's auc: 0.909675 valid_1's binary_logloss: 0.314424
[50] valid_0's auc: 0.920565 valid_0's binary_logloss: 0.302118 valid_1's auc: 0.909744 valid_1's binary_logloss: 0.31436
[51] valid_0's auc: 0.920821 valid_0's binary_logloss: 0.301553 valid_1's auc: 0.909796 valid_1's binary_logloss: 0.314229
[52] valid_0's auc: 0.921229 valid_0's binary_logloss: 0.300757 valid_1's auc: 0.909723 valid_1's binary_logloss: 0.314282
[53] valid_0's auc: 0.92147 valid_0's binary_logloss: 0.300325 valid_1's auc: 0.9097 valid_1's binary_logloss: 0.314298
[54] valid_0's auc: 0.921783 valid_0's binary_logloss: 0.299757 valid_1's auc: 0.909637 valid_1's binary_logloss: 0.314396
[55] valid_0's auc: 0.921997 valid_0's binary_logloss: 0.299354 valid_1's auc: 0.90959 valid_1's binary_logloss: 0.314403
[56] valid_0's auc: 0.922284 valid_0's binary_logloss: 0.298828 valid_1's auc: 0.909546 valid_1's binary_logloss: 0.314416
[57] valid_0's auc: 0.922493 valid_0's binary_logloss: 0.298425 valid_1's auc: 0.90954 valid_1's binary_logloss: 0.314393
[58] valid_0's auc: 0.922814 valid_0's binary_logloss: 0.297839 valid_1's auc: 0.909397 valid_1's binary_logloss: 0.314582
[59] valid_0's auc: 0.92297 valid_0's binary_logloss: 0.297516 valid_1's auc: 0.909453 valid_1's binary_logloss: 0.314464
[60] valid_0's auc: 0.923253 valid_0's binary_logloss: 0.297021 valid_1's auc: 0.909513 valid_1's binary_logloss: 0.314365
[61] valid_0's auc: 0.923567 valid_0's binary_logloss: 0.296482 valid_1's auc: 0.90945 valid_1's binary_logloss: 0.314422
[62] valid_0's auc: 0.923798 valid_0's binary_logloss: 0.29607 valid_1's auc: 0.909324 valid_1's binary_logloss: 0.314626
[63] valid_0's auc: 0.924095 valid_0's binary_logloss: 0.295523 valid_1's auc: 0.909202 valid_1's binary_logloss: 0.314749
[64] valid_0's auc: 0.924262 valid_0's binary_logloss: 0.295202 valid_1's auc: 0.909154 valid_1's binary_logloss: 0.314768
[65] valid_0's auc: 0.924621 valid_0's binary_logloss: 0.294597 valid_1's auc: 0.909137 valid_1's binary_logloss: 0.314782
[66] valid_0's auc: 0.92487 valid_0's binary_logloss: 0.294201 valid_1's auc: 0.909159 valid_1's binary_logloss: 0.314723
[67] valid_0's auc: 0.925171 valid_0's binary_logloss: 0.29367 valid_1's auc: 0.90909 valid_1's binary_logloss: 0.314803
[68] valid_0's auc: 0.925329 valid_0's binary_logloss: 0.29334 valid_1's auc: 0.909111 valid_1's binary_logloss: 0.314788
[69] valid_0's auc: 0.925561 valid_0's binary_logloss: 0.292967 valid_1's auc: 0.908959 valid_1's binary_logloss: 0.314993
[70] valid_0's auc: 0.925915 valid_0's binary_logloss: 0.292413 valid_1's auc: 0.908912 valid_1's binary_logloss: 0.315123
[71] valid_0's auc: 0.926187 valid_0's binary_logloss: 0.291899 valid_1's auc: 0.908821 valid_1's binary_logloss: 0.315221
[72] valid_0's auc: 0.926386 valid_0's binary_logloss: 0.291555 valid_1's auc: 0.908715 valid_1's binary_logloss: 0.315379
[73] valid_0's auc: 0.926625 valid_0's binary_logloss: 0.29111 valid_1's auc: 0.908759 valid_1's binary_logloss: 0.31534
[74] valid_0's auc: 0.926923 valid_0's binary_logloss: 0.290575 valid_1's auc: 0.908641 valid_1's binary_logloss: 0.315509
[75] valid_0's auc: 0.927152 valid_0's binary_logloss: 0.290133 valid_1's auc: 0.90868 valid_1's binary_logloss: 0.315463
[76] valid_0's auc: 0.927366 valid_0's binary_logloss: 0.289702 valid_1's auc: 0.908675 valid_1's binary_logloss: 0.315508
[77] valid_0's auc: 0.927623 valid_0's binary_logloss: 0.28928 valid_1's auc: 0.908617 valid_1's binary_logloss: 0.315549
[78] valid_0's auc: 0.927797 valid_0's binary_logloss: 0.289 valid_1's auc: 0.908618 valid_1's binary_logloss: 0.315544
[79] valid_0's auc: 0.928085 valid_0's binary_logloss: 0.288511 valid_1's auc: 0.908607 valid_1's binary_logloss: 0.315588
[80] valid_0's auc: 0.928249 valid_0's binary_logloss: 0.288208 valid_1's auc: 0.908626 valid_1's binary_logloss: 0.315548
[81] valid_0's auc: 0.928399 valid_0's binary_logloss: 0.287909 valid_1's auc: 0.908644 valid_1's binary_logloss: 0.315542
[82] valid_0's auc: 0.928507 valid_0's binary_logloss: 0.287706 valid_1's auc: 0.908624 valid_1's binary_logloss: 0.315585
[83] valid_0's auc: 0.928716 valid_0's binary_logloss: 0.287351 valid_1's auc: 0.90857 valid_1's binary_logloss: 0.315685
[84] valid_0's auc: 0.929036 valid_0's binary_logloss: 0.286861 valid_1's auc: 0.90855 valid_1's binary_logloss: 0.315721
[85] valid_0's auc: 0.929299 valid_0's binary_logloss: 0.286392 valid_1's auc: 0.908491 valid_1's binary_logloss: 0.315813
[86] valid_0's auc: 0.929497 valid_0's binary_logloss: 0.285997 valid_1's auc: 0.908397 valid_1's binary_logloss: 0.315984
[87] valid_0's auc: 0.929705 valid_0's binary_logloss: 0.285667 valid_1's auc: 0.908325 valid_1's binary_logloss: 0.316117
[88] valid_0's auc: 0.929786 valid_0's binary_logloss: 0.28553 valid_1's auc: 0.908281 valid_1's binary_logloss: 0.316211
[89] valid_0's auc: 0.930074 valid_0's binary_logloss: 0.285016 valid_1's auc: 0.908194 valid_1's binary_logloss: 0.316383
[90] valid_0's auc: 0.930288 valid_0's binary_logloss: 0.284648 valid_1's auc: 0.908136 valid_1's binary_logloss: 0.316485
[91] valid_0's auc: 0.930518 valid_0's binary_logloss: 0.284228 valid_1's auc: 0.90806 valid_1's binary_logloss: 0.316669
[92] valid_0's auc: 0.930644 valid_0's binary_logloss: 0.283943 valid_1's auc: 0.908043 valid_1's binary_logloss: 0.31673
[93] valid_0's auc: 0.93079 valid_0's binary_logloss: 0.283673 valid_1's auc: 0.907999 valid_1's binary_logloss: 0.316818
[94] valid_0's auc: 0.931066 valid_0's binary_logloss: 0.283178 valid_1's auc: 0.907925 valid_1's binary_logloss: 0.316921
[95] valid_0's auc: 0.931266 valid_0's binary_logloss: 0.282821 valid_1's auc: 0.907825 valid_1's binary_logloss: 0.317081
[96] valid_0's auc: 0.931543 valid_0's binary_logloss: 0.282338 valid_1's auc: 0.907694 valid_1's binary_logloss: 0.31732
[97] valid_0's auc: 0.931684 valid_0's binary_logloss: 0.282078 valid_1's auc: 0.907565 valid_1's binary_logloss: 0.317529
[98] valid_0's auc: 0.931856 valid_0's binary_logloss: 0.281773 valid_1's auc: 0.90749 valid_1's binary_logloss: 0.31763
[99] valid_0's auc: 0.931926 valid_0's binary_logloss: 0.281652 valid_1's auc: 0.907492 valid_1's binary_logloss: 0.317643
[100] valid_0's auc: 0.932047 valid_0's binary_logloss: 0.281416 valid_1's auc: 0.907405 valid_1's binary_logloss: 0.317875
[101] valid_0's auc: 0.932095 valid_0's binary_logloss: 0.281322 valid_1's auc: 0.907373 valid_1's binary_logloss: 0.317957
[102] valid_0's auc: 0.93224 valid_0's binary_logloss: 0.28105 valid_1's auc: 0.907301 valid_1's binary_logloss: 0.318104
[103] valid_0's auc: 0.932457 valid_0's binary_logloss: 0.280702 valid_1's auc: 0.907226 valid_1's binary_logloss: 0.318249
[104] valid_0's auc: 0.932632 valid_0's binary_logloss: 0.280375 valid_1's auc: 0.907382 valid_1's binary_logloss: 0.318057
[105] valid_0's auc: 0.932659 valid_0's binary_logloss: 0.280335 valid_1's auc: 0.907424 valid_1's binary_logloss: 0.318001
[106] valid_0's auc: 0.932907 valid_0's binary_logloss: 0.279915 valid_1's auc: 0.907402 valid_1's binary_logloss: 0.318063
[107] valid_0's auc: 0.933186 valid_0's binary_logloss: 0.279396 valid_1's auc: 0.907387 valid_1's binary_logloss: 0.31812
[108] valid_0's auc: 0.93338 valid_0's binary_logloss: 0.279037 valid_1's auc: 0.907416 valid_1's binary_logloss: 0.318118
[109] valid_0's auc: 0.933538 valid_0's binary_logloss: 0.278752 valid_1's auc: 0.907362 valid_1's binary_logloss: 0.318217
[110] valid_0's auc: 0.933745 valid_0's binary_logloss: 0.278408 valid_1's auc: 0.907306 valid_1's binary_logloss: 0.318341
[111] valid_0's auc: 0.933848 valid_0's binary_logloss: 0.278244 valid_1's auc: 0.907264 valid_1's binary_logloss: 0.318403
[112] valid_0's auc: 0.934061 valid_0's binary_logloss: 0.277899 valid_1's auc: 0.907259 valid_1's binary_logloss: 0.318402
[113] valid_0's auc: 0.934334 valid_0's binary_logloss: 0.277427 valid_1's auc: 0.90729 valid_1's binary_logloss: 0.318329
[114] valid_0's auc: 0.934561 valid_0's binary_logloss: 0.277025 valid_1's auc: 0.907182 valid_1's binary_logloss: 0.318505
[115] valid_0's auc: 0.934807 valid_0's binary_logloss: 0.276653 valid_1's auc: 0.907152 valid_1's binary_logloss: 0.318562
[116] valid_0's auc: 0.935021 valid_0's binary_logloss: 0.276275 valid_1's auc: 0.907195 valid_1's binary_logloss: 0.318503
[117] valid_0's auc: 0.935298 valid_0's binary_logloss: 0.275763 valid_1's auc: 0.907084 valid_1's binary_logloss: 0.318733
[118] valid_0's auc: 0.935471 valid_0's binary_logloss: 0.275463 valid_1's auc: 0.906989 valid_1's binary_logloss: 0.31891
[119] valid_0's auc: 0.935687 valid_0's binary_logloss: 0.275104 valid_1's auc: 0.906945 valid_1's binary_logloss: 0.318984
[120] valid_0's auc: 0.935811 valid_0's binary_logloss: 0.274887 valid_1's auc: 0.906954 valid_1's binary_logloss: 0.318987
[121] valid_0's auc: 0.936057 valid_0's binary_logloss: 0.274466 valid_1's auc: 0.906965 valid_1's binary_logloss: 0.319061
[122] valid_0's auc: 0.936218 valid_0's binary_logloss: 0.274152 valid_1's auc: 0.906932 valid_1's binary_logloss: 0.319154
[123] valid_0's auc: 0.936336 valid_0's binary_logloss: 0.273922 valid_1's auc: 0.906825 valid_1's binary_logloss: 0.31935
[124] valid_0's auc: 0.936478 valid_0's binary_logloss: 0.273668 valid_1's auc: 0.906773 valid_1's binary_logloss: 0.319441
[125] valid_0's auc: 0.936584 valid_0's binary_logloss: 0.273468 valid_1's auc: 0.906646 valid_1's binary_logloss: 0.31965
[126] valid_0's auc: 0.936733 valid_0's binary_logloss: 0.273146 valid_1's auc: 0.906595 valid_1's binary_logloss: 0.319842
[127] valid_0's auc: 0.936795 valid_0's binary_logloss: 0.273018 valid_1's auc: 0.906592 valid_1's binary_logloss: 0.319873
[128] valid_0's auc: 0.936989 valid_0's binary_logloss: 0.272676 valid_1's auc: 0.90655 valid_1's binary_logloss: 0.319945
[129] valid_0's auc: 0.93719 valid_0's binary_logloss: 0.272324 valid_1's auc: 0.906494 valid_1's binary_logloss: 0.320078
[130] valid_0's auc: 0.937342 valid_0's binary_logloss: 0.272038 valid_1's auc: 0.906482 valid_1's binary_logloss: 0.320152
[131] valid_0's auc: 0.937396 valid_0's binary_logloss: 0.271921 valid_1's auc: 0.906469 valid_1's binary_logloss: 0.320218
[132] valid_0's auc: 0.937582 valid_0's binary_logloss: 0.271567 valid_1's auc: 0.906396 valid_1's binary_logloss: 0.320447
[133] valid_0's auc: 0.937708 valid_0's binary_logloss: 0.271324 valid_1's auc: 0.906343 valid_1's binary_logloss: 0.320509
[134] valid_0's auc: 0.937964 valid_0's binary_logloss: 0.270919 valid_1's auc: 0.906259 valid_1's binary_logloss: 0.320665
[135] valid_0's auc: 0.93807 valid_0's binary_logloss: 0.270698 valid_1's auc: 0.906261 valid_1's binary_logloss: 0.320704
[136] valid_0's auc: 0.938239 valid_0's binary_logloss: 0.270389 valid_1's auc: 0.906118 valid_1's binary_logloss: 0.320939
[137] valid_0's auc: 0.93836 valid_0's binary_logloss: 0.270151 valid_1's auc: 0.90616 valid_1's binary_logloss: 0.320925
[138] valid_0's auc: 0.938533 valid_0's binary_logloss: 0.269805 valid_1's auc: 0.906125 valid_1's binary_logloss: 0.321022
[139] valid_0's auc: 0.938694 valid_0's binary_logloss: 0.269489 valid_1's auc: 0.906069 valid_1's binary_logloss: 0.321183
[140] valid_0's auc: 0.93889 valid_0's binary_logloss: 0.269175 valid_1's auc: 0.906024 valid_1's binary_logloss: 0.321248
[141] valid_0's auc: 0.93895 valid_0's binary_logloss: 0.269074 valid_1's auc: 0.906054 valid_1's binary_logloss: 0.321208
[142] valid_0's auc: 0.939043 valid_0's binary_logloss: 0.268887 valid_1's auc: 0.905994 valid_1's binary_logloss: 0.321356
[143] valid_0's auc: 0.939205 valid_0's binary_logloss: 0.26861 valid_1's auc: 0.905927 valid_1's binary_logloss: 0.321486
[144] valid_0's auc: 0.939408 valid_0's binary_logloss: 0.26827 valid_1's auc: 0.905779 valid_1's binary_logloss: 0.321702
Early stopping, best iteration is:
[44] valid_0's auc: 0.918764 valid_0's binary_logloss: 0.305707 valid_1's auc: 0.909852 valid_1's binary_logloss: 0.314649
[1] valid_0's auc: 0.888249 valid_0's binary_logloss: 0.517487 valid_1's auc: 0.892473 valid_1's binary_logloss: 0.508682
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.892925 valid_0's binary_logloss: 0.488849 valid_1's auc: 0.898619 valid_1's binary_logloss: 0.479345
[3] valid_0's auc: 0.893551 valid_0's binary_logloss: 0.465882 valid_1's auc: 0.898638 valid_1's binary_logloss: 0.456011
[4] valid_0's auc: 0.896053 valid_0's binary_logloss: 0.446354 valid_1's auc: 0.900446 valid_1's binary_logloss: 0.436516
[5] valid_0's auc: 0.897119 valid_0's binary_logloss: 0.430499 valid_1's auc: 0.902176 valid_1's binary_logloss: 0.420287
[6] valid_0's auc: 0.898588 valid_0's binary_logloss: 0.416679 valid_1's auc: 0.903622 valid_1's binary_logloss: 0.40622
[7] valid_0's auc: 0.899529 valid_0's binary_logloss: 0.405006 valid_1's auc: 0.904367 valid_1's binary_logloss: 0.394504
[8] valid_0's auc: 0.90018 valid_0's binary_logloss: 0.394978 valid_1's auc: 0.904583 valid_1's binary_logloss: 0.384716
[9] valid_0's auc: 0.900614 valid_0's binary_logloss: 0.386464 valid_1's auc: 0.904763 valid_1's binary_logloss: 0.376092
[10] valid_0's auc: 0.901576 valid_0's binary_logloss: 0.378593 valid_1's auc: 0.905018 valid_1's binary_logloss: 0.368746
[11] valid_0's auc: 0.902508 valid_0's binary_logloss: 0.371898 valid_1's auc: 0.905387 valid_1's binary_logloss: 0.362418
[12] valid_0's auc: 0.903079 valid_0's binary_logloss: 0.366032 valid_1's auc: 0.905353 valid_1's binary_logloss: 0.357073
[13] valid_0's auc: 0.903656 valid_0's binary_logloss: 0.360699 valid_1's auc: 0.905323 valid_1's binary_logloss: 0.352261
[14] valid_0's auc: 0.904849 valid_0's binary_logloss: 0.355873 valid_1's auc: 0.906208 valid_1's binary_logloss: 0.347838
[15] valid_0's auc: 0.905393 valid_0's binary_logloss: 0.351643 valid_1's auc: 0.906281 valid_1's binary_logloss: 0.344199
[16] valid_0's auc: 0.906008 valid_0's binary_logloss: 0.347815 valid_1's auc: 0.906843 valid_1's binary_logloss: 0.340819
[17] valid_0's auc: 0.906554 valid_0's binary_logloss: 0.344379 valid_1's auc: 0.907228 valid_1's binary_logloss: 0.337716
[18] valid_0's auc: 0.906982 valid_0's binary_logloss: 0.341387 valid_1's auc: 0.907447 valid_1's binary_logloss: 0.33513
[19] valid_0's auc: 0.907602 valid_0's binary_logloss: 0.338525 valid_1's auc: 0.907563 valid_1's binary_logloss: 0.3329
[20] valid_0's auc: 0.908251 valid_0's binary_logloss: 0.335882 valid_1's auc: 0.908 valid_1's binary_logloss: 0.330635
[21] valid_0's auc: 0.908814 valid_0's binary_logloss: 0.333475 valid_1's auc: 0.907986 valid_1's binary_logloss: 0.328872
[22] valid_0's auc: 0.909375 valid_0's binary_logloss: 0.331353 valid_1's auc: 0.908169 valid_1's binary_logloss: 0.327327
[23] valid_0's auc: 0.909824 valid_0's binary_logloss: 0.329416 valid_1's auc: 0.908084 valid_1's binary_logloss: 0.326051
[24] valid_0's auc: 0.910349 valid_0's binary_logloss: 0.327532 valid_1's auc: 0.908316 valid_1's binary_logloss: 0.324722
[25] valid_0's auc: 0.910802 valid_0's binary_logloss: 0.325869 valid_1's auc: 0.908417 valid_1's binary_logloss: 0.323584
[26] valid_0's auc: 0.911366 valid_0's binary_logloss: 0.324182 valid_1's auc: 0.908676 valid_1's binary_logloss: 0.322558
[27] valid_0's auc: 0.911868 valid_0's binary_logloss: 0.322633 valid_1's auc: 0.908755 valid_1's binary_logloss: 0.321658
[28] valid_0's auc: 0.912292 valid_0's binary_logloss: 0.321241 valid_1's auc: 0.908852 valid_1's binary_logloss: 0.320952
[29] valid_0's auc: 0.912815 valid_0's binary_logloss: 0.319774 valid_1's auc: 0.908907 valid_1's binary_logloss: 0.320199
[30] valid_0's auc: 0.913219 valid_0's binary_logloss: 0.318584 valid_1's auc: 0.908901 valid_1's binary_logloss: 0.319623
[31] valid_0's auc: 0.91371 valid_0's binary_logloss: 0.317324 valid_1's auc: 0.909002 valid_1's binary_logloss: 0.31901
[32] valid_0's auc: 0.914161 valid_0's binary_logloss: 0.316196 valid_1's auc: 0.909193 valid_1's binary_logloss: 0.318452
[33] valid_0's auc: 0.914556 valid_0's binary_logloss: 0.315144 valid_1's auc: 0.909196 valid_1's binary_logloss: 0.318068
[34] valid_0's auc: 0.914912 valid_0's binary_logloss: 0.314282 valid_1's auc: 0.909218 valid_1's binary_logloss: 0.317693
[35] valid_0's auc: 0.915356 valid_0's binary_logloss: 0.313219 valid_1's auc: 0.909382 valid_1's binary_logloss: 0.317196
[36] valid_0's auc: 0.915711 valid_0's binary_logloss: 0.312335 valid_1's auc: 0.909429 valid_1's binary_logloss: 0.316845
[37] valid_0's auc: 0.916164 valid_0's binary_logloss: 0.311283 valid_1's auc: 0.909516 valid_1's binary_logloss: 0.316478
[38] valid_0's auc: 0.916614 valid_0's binary_logloss: 0.310332 valid_1's auc: 0.909388 valid_1's binary_logloss: 0.316423
[39] valid_0's auc: 0.917012 valid_0's binary_logloss: 0.309457 valid_1's auc: 0.909359 valid_1's binary_logloss: 0.316247
[40] valid_0's auc: 0.917337 valid_0's binary_logloss: 0.30869 valid_1's auc: 0.909312 valid_1's binary_logloss: 0.316132
[41] valid_0's auc: 0.917742 valid_0's binary_logloss: 0.307901 valid_1's auc: 0.909457 valid_1's binary_logloss: 0.315739
[42] valid_0's auc: 0.918016 valid_0's binary_logloss: 0.307323 valid_1's auc: 0.909611 valid_1's binary_logloss: 0.315448
[43] valid_0's auc: 0.918383 valid_0's binary_logloss: 0.306602 valid_1's auc: 0.909622 valid_1's binary_logloss: 0.315283
[44] valid_0's auc: 0.918737 valid_0's binary_logloss: 0.305835 valid_1's auc: 0.909473 valid_1's binary_logloss: 0.315318
[45] valid_0's auc: 0.919024 valid_0's binary_logloss: 0.305277 valid_1's auc: 0.909378 valid_1's binary_logloss: 0.315376
[46] valid_0's auc: 0.919333 valid_0's binary_logloss: 0.304644 valid_1's auc: 0.909382 valid_1's binary_logloss: 0.315235
[47] valid_0's auc: 0.919719 valid_0's binary_logloss: 0.303862 valid_1's auc: 0.909483 valid_1's binary_logloss: 0.315087
[48] valid_0's auc: 0.919976 valid_0's binary_logloss: 0.303367 valid_1's auc: 0.909429 valid_1's binary_logloss: 0.315082
[49] valid_0's auc: 0.920318 valid_0's binary_logloss: 0.302766 valid_1's auc: 0.909495 valid_1's binary_logloss: 0.314933
[50] valid_0's auc: 0.920734 valid_0's binary_logloss: 0.302008 valid_1's auc: 0.90947 valid_1's binary_logloss: 0.31489
[51] valid_0's auc: 0.921015 valid_0's binary_logloss: 0.30141 valid_1's auc: 0.90939 valid_1's binary_logloss: 0.314906
[52] valid_0's auc: 0.921243 valid_0's binary_logloss: 0.300971 valid_1's auc: 0.909356 valid_1's binary_logloss: 0.314883
[53] valid_0's auc: 0.921592 valid_0's binary_logloss: 0.300296 valid_1's auc: 0.909392 valid_1's binary_logloss: 0.314765
[54] valid_0's auc: 0.921815 valid_0's binary_logloss: 0.299798 valid_1's auc: 0.90941 valid_1's binary_logloss: 0.314686
[55] valid_0's auc: 0.922089 valid_0's binary_logloss: 0.299287 valid_1's auc: 0.909407 valid_1's binary_logloss: 0.314581
[56] valid_0's auc: 0.922299 valid_0's binary_logloss: 0.298883 valid_1's auc: 0.909489 valid_1's binary_logloss: 0.314388
[57] valid_0's auc: 0.922529 valid_0's binary_logloss: 0.298462 valid_1's auc: 0.909514 valid_1's binary_logloss: 0.314347
[58] valid_0's auc: 0.922719 valid_0's binary_logloss: 0.298049 valid_1's auc: 0.909537 valid_1's binary_logloss: 0.314294
[59] valid_0's auc: 0.922985 valid_0's binary_logloss: 0.297603 valid_1's auc: 0.909582 valid_1's binary_logloss: 0.314226
[60] valid_0's auc: 0.923266 valid_0's binary_logloss: 0.297065 valid_1's auc: 0.90954 valid_1's binary_logloss: 0.314302
[61] valid_0's auc: 0.923571 valid_0's binary_logloss: 0.296486 valid_1's auc: 0.909602 valid_1's binary_logloss: 0.314171
[62] valid_0's auc: 0.923789 valid_0's binary_logloss: 0.296086 valid_1's auc: 0.909535 valid_1's binary_logloss: 0.314229
[63] valid_0's auc: 0.924076 valid_0's binary_logloss: 0.295537 valid_1's auc: 0.909491 valid_1's binary_logloss: 0.314237
[64] valid_0's auc: 0.924409 valid_0's binary_logloss: 0.294963 valid_1's auc: 0.90941 valid_1's binary_logloss: 0.314358
[65] valid_0's auc: 0.924668 valid_0's binary_logloss: 0.294489 valid_1's auc: 0.909396 valid_1's binary_logloss: 0.314357
[66] valid_0's auc: 0.924902 valid_0's binary_logloss: 0.294087 valid_1's auc: 0.909364 valid_1's binary_logloss: 0.314423
[67] valid_0's auc: 0.925083 valid_0's binary_logloss: 0.293767 valid_1's auc: 0.909345 valid_1's binary_logloss: 0.314426
[68] valid_0's auc: 0.925243 valid_0's binary_logloss: 0.293473 valid_1's auc: 0.909218 valid_1's binary_logloss: 0.314566
[69] valid_0's auc: 0.925585 valid_0's binary_logloss: 0.292894 valid_1's auc: 0.909163 valid_1's binary_logloss: 0.314653
[70] valid_0's auc: 0.925693 valid_0's binary_logloss: 0.292698 valid_1's auc: 0.909162 valid_1's binary_logloss: 0.314627
[71] valid_0's auc: 0.925966 valid_0's binary_logloss: 0.292203 valid_1's auc: 0.909273 valid_1's binary_logloss: 0.314467
[72] valid_0's auc: 0.92619 valid_0's binary_logloss: 0.291818 valid_1's auc: 0.909184 valid_1's binary_logloss: 0.31455
[73] valid_0's auc: 0.926456 valid_0's binary_logloss: 0.291316 valid_1's auc: 0.909235 valid_1's binary_logloss: 0.314457
[74] valid_0's auc: 0.92671 valid_0's binary_logloss: 0.29091 valid_1's auc: 0.909165 valid_1's binary_logloss: 0.314532
[75] valid_0's auc: 0.927182 valid_0's binary_logloss: 0.290169 valid_1's auc: 0.909058 valid_1's binary_logloss: 0.314728
[76] valid_0's auc: 0.927371 valid_0's binary_logloss: 0.289822 valid_1's auc: 0.909058 valid_1's binary_logloss: 0.314767
[77] valid_0's auc: 0.927774 valid_0's binary_logloss: 0.289175 valid_1's auc: 0.909019 valid_1's binary_logloss: 0.314897
[78] valid_0's auc: 0.928021 valid_0's binary_logloss: 0.288698 valid_1's auc: 0.909058 valid_1's binary_logloss: 0.314811
[79] valid_0's auc: 0.928232 valid_0's binary_logloss: 0.288378 valid_1's auc: 0.909044 valid_1's binary_logloss: 0.314845
[80] valid_0's auc: 0.928472 valid_0's binary_logloss: 0.287919 valid_1's auc: 0.909078 valid_1's binary_logloss: 0.314808
[81] valid_0's auc: 0.928687 valid_0's binary_logloss: 0.287553 valid_1's auc: 0.909068 valid_1's binary_logloss: 0.314849
[82] valid_0's auc: 0.92894 valid_0's binary_logloss: 0.287155 valid_1's auc: 0.909044 valid_1's binary_logloss: 0.314928
[83] valid_0's auc: 0.929101 valid_0's binary_logloss: 0.286879 valid_1's auc: 0.909067 valid_1's binary_logloss: 0.314921
[84] valid_0's auc: 0.929247 valid_0's binary_logloss: 0.28659 valid_1's auc: 0.908961 valid_1's binary_logloss: 0.315092
[85] valid_0's auc: 0.929467 valid_0's binary_logloss: 0.286244 valid_1's auc: 0.908982 valid_1's binary_logloss: 0.315083
[86] valid_0's auc: 0.929681 valid_0's binary_logloss: 0.285813 valid_1's auc: 0.908913 valid_1's binary_logloss: 0.315199
[87] valid_0's auc: 0.929894 valid_0's binary_logloss: 0.285461 valid_1's auc: 0.908821 valid_1's binary_logloss: 0.315332
[88] valid_0's auc: 0.930174 valid_0's binary_logloss: 0.284959 valid_1's auc: 0.908794 valid_1's binary_logloss: 0.315384
[89] valid_0's auc: 0.930331 valid_0's binary_logloss: 0.284691 valid_1's auc: 0.908715 valid_1's binary_logloss: 0.315484
[90] valid_0's auc: 0.930562 valid_0's binary_logloss: 0.284279 valid_1's auc: 0.908696 valid_1's binary_logloss: 0.315558
[91] valid_0's auc: 0.930763 valid_0's binary_logloss: 0.283887 valid_1's auc: 0.908676 valid_1's binary_logloss: 0.315615
[92] valid_0's auc: 0.930955 valid_0's binary_logloss: 0.283524 valid_1's auc: 0.908619 valid_1's binary_logloss: 0.315708
[93] valid_0's auc: 0.931237 valid_0's binary_logloss: 0.283051 valid_1's auc: 0.908572 valid_1's binary_logloss: 0.315778
[94] valid_0's auc: 0.931514 valid_0's binary_logloss: 0.282516 valid_1's auc: 0.908475 valid_1's binary_logloss: 0.315879
[95] valid_0's auc: 0.931746 valid_0's binary_logloss: 0.282115 valid_1's auc: 0.908431 valid_1's binary_logloss: 0.316001
[96] valid_0's auc: 0.932023 valid_0's binary_logloss: 0.281639 valid_1's auc: 0.908462 valid_1's binary_logloss: 0.315948
[97] valid_0's auc: 0.932176 valid_0's binary_logloss: 0.281385 valid_1's auc: 0.908409 valid_1's binary_logloss: 0.316008
[98] valid_0's auc: 0.932348 valid_0's binary_logloss: 0.281097 valid_1's auc: 0.908495 valid_1's binary_logloss: 0.31589
[99] valid_0's auc: 0.932612 valid_0's binary_logloss: 0.280647 valid_1's auc: 0.908468 valid_1's binary_logloss: 0.31592
[100] valid_0's auc: 0.932849 valid_0's binary_logloss: 0.280228 valid_1's auc: 0.908455 valid_1's binary_logloss: 0.315971
[101] valid_0's auc: 0.933046 valid_0's binary_logloss: 0.279928 valid_1's auc: 0.908468 valid_1's binary_logloss: 0.315985
[102] valid_0's auc: 0.933221 valid_0's binary_logloss: 0.279607 valid_1's auc: 0.908475 valid_1's binary_logloss: 0.316016
[103] valid_0's auc: 0.933454 valid_0's binary_logloss: 0.279224 valid_1's auc: 0.908346 valid_1's binary_logloss: 0.316167
[104] valid_0's auc: 0.933718 valid_0's binary_logloss: 0.278809 valid_1's auc: 0.908255 valid_1's binary_logloss: 0.316312
[105] valid_0's auc: 0.93388 valid_0's binary_logloss: 0.278543 valid_1's auc: 0.908123 valid_1's binary_logloss: 0.31651
[106] valid_0's auc: 0.934049 valid_0's binary_logloss: 0.278266 valid_1's auc: 0.908049 valid_1's binary_logloss: 0.316664
[107] valid_0's auc: 0.934185 valid_0's binary_logloss: 0.278009 valid_1's auc: 0.907942 valid_1's binary_logloss: 0.316857
[108] valid_0's auc: 0.934355 valid_0's binary_logloss: 0.277745 valid_1's auc: 0.907908 valid_1's binary_logloss: 0.316924
[109] valid_0's auc: 0.934557 valid_0's binary_logloss: 0.277395 valid_1's auc: 0.907926 valid_1's binary_logloss: 0.316874
[110] valid_0's auc: 0.93471 valid_0's binary_logloss: 0.277139 valid_1's auc: 0.907847 valid_1's binary_logloss: 0.317003
[111] valid_0's auc: 0.934879 valid_0's binary_logloss: 0.276828 valid_1's auc: 0.907823 valid_1's binary_logloss: 0.317077
[112] valid_0's auc: 0.93498 valid_0's binary_logloss: 0.276675 valid_1's auc: 0.907753 valid_1's binary_logloss: 0.317181
[113] valid_0's auc: 0.935217 valid_0's binary_logloss: 0.276271 valid_1's auc: 0.907798 valid_1's binary_logloss: 0.31716
[114] valid_0's auc: 0.93543 valid_0's binary_logloss: 0.275908 valid_1's auc: 0.907805 valid_1's binary_logloss: 0.317215
[115] valid_0's auc: 0.935533 valid_0's binary_logloss: 0.275738 valid_1's auc: 0.907694 valid_1's binary_logloss: 0.317442
[116] valid_0's auc: 0.935729 valid_0's binary_logloss: 0.275388 valid_1's auc: 0.907663 valid_1's binary_logloss: 0.31749
[117] valid_0's auc: 0.935945 valid_0's binary_logloss: 0.275021 valid_1's auc: 0.907606 valid_1's binary_logloss: 0.317606
[118] valid_0's auc: 0.93615 valid_0's binary_logloss: 0.274648 valid_1's auc: 0.907524 valid_1's binary_logloss: 0.317765
[119] valid_0's auc: 0.936369 valid_0's binary_logloss: 0.274303 valid_1's auc: 0.9074 valid_1's binary_logloss: 0.317927
[120] valid_0's auc: 0.936534 valid_0's binary_logloss: 0.273991 valid_1's auc: 0.907271 valid_1's binary_logloss: 0.318141
[121] valid_0's auc: 0.936728 valid_0's binary_logloss: 0.27367 valid_1's auc: 0.90724 valid_1's binary_logloss: 0.318188
[122] valid_0's auc: 0.936915 valid_0's binary_logloss: 0.273328 valid_1's auc: 0.907247 valid_1's binary_logloss: 0.318202
[123] valid_0's auc: 0.937124 valid_0's binary_logloss: 0.272961 valid_1's auc: 0.907189 valid_1's binary_logloss: 0.318323
[124] valid_0's auc: 0.937328 valid_0's binary_logloss: 0.272542 valid_1's auc: 0.907082 valid_1's binary_logloss: 0.318575
[125] valid_0's auc: 0.937475 valid_0's binary_logloss: 0.272248 valid_1's auc: 0.907083 valid_1's binary_logloss: 0.318608
[126] valid_0's auc: 0.937665 valid_0's binary_logloss: 0.271889 valid_1's auc: 0.906995 valid_1's binary_logloss: 0.318789
[127] valid_0's auc: 0.937849 valid_0's binary_logloss: 0.271574 valid_1's auc: 0.906896 valid_1's binary_logloss: 0.319007
[128] valid_0's auc: 0.938125 valid_0's binary_logloss: 0.271128 valid_1's auc: 0.906854 valid_1's binary_logloss: 0.319107
[129] valid_0's auc: 0.938297 valid_0's binary_logloss: 0.270818 valid_1's auc: 0.906793 valid_1's binary_logloss: 0.319251
[130] valid_0's auc: 0.938493 valid_0's binary_logloss: 0.270447 valid_1's auc: 0.906713 valid_1's binary_logloss: 0.31939
[131] valid_0's auc: 0.938703 valid_0's binary_logloss: 0.270079 valid_1's auc: 0.906559 valid_1's binary_logloss: 0.319704
[132] valid_0's auc: 0.938843 valid_0's binary_logloss: 0.269824 valid_1's auc: 0.906516 valid_1's binary_logloss: 0.319766
[133] valid_0's auc: 0.939022 valid_0's binary_logloss: 0.269512 valid_1's auc: 0.906383 valid_1's binary_logloss: 0.319975
[134] valid_0's auc: 0.939109 valid_0's binary_logloss: 0.269339 valid_1's auc: 0.906336 valid_1's binary_logloss: 0.320098
[135] valid_0's auc: 0.939345 valid_0's binary_logloss: 0.268912 valid_1's auc: 0.906357 valid_1's binary_logloss: 0.320102
[136] valid_0's auc: 0.939511 valid_0's binary_logloss: 0.268649 valid_1's auc: 0.906262 valid_1's binary_logloss: 0.320252
[137] valid_0's auc: 0.939636 valid_0's binary_logloss: 0.268381 valid_1's auc: 0.906274 valid_1's binary_logloss: 0.320322
[138] valid_0's auc: 0.939738 valid_0's binary_logloss: 0.268171 valid_1's auc: 0.906242 valid_1's binary_logloss: 0.320352
[139] valid_0's auc: 0.939855 valid_0's binary_logloss: 0.267915 valid_1's auc: 0.906361 valid_1's binary_logloss: 0.320212
[140] valid_0's auc: 0.939971 valid_0's binary_logloss: 0.267672 valid_1's auc: 0.90636 valid_1's binary_logloss: 0.320241
[141] valid_0's auc: 0.940133 valid_0's binary_logloss: 0.267364 valid_1's auc: 0.906308 valid_1's binary_logloss: 0.32033
[142] valid_0's auc: 0.940292 valid_0's binary_logloss: 0.267012 valid_1's auc: 0.906233 valid_1's binary_logloss: 0.320542
[143] valid_0's auc: 0.94052 valid_0's binary_logloss: 0.266591 valid_1's auc: 0.906156 valid_1's binary_logloss: 0.320688
Early stopping, best iteration is:
[43] valid_0's auc: 0.918383 valid_0's binary_logloss: 0.306602 valid_1's auc: 0.909622 valid_1's binary_logloss: 0.315283
[1] valid_0's auc: 0.888136 valid_0's binary_logloss: 0.517854 valid_1's auc: 0.89393 valid_1's binary_logloss: 0.508854
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891446 valid_0's binary_logloss: 0.489299 valid_1's auc: 0.894892 valid_1's binary_logloss: 0.479913
[3] valid_0's auc: 0.894038 valid_0's binary_logloss: 0.466006 valid_1's auc: 0.897301 valid_1's binary_logloss: 0.456282
[4] valid_0's auc: 0.895358 valid_0's binary_logloss: 0.446806 valid_1's auc: 0.898891 valid_1's binary_logloss: 0.437001
[5] valid_0's auc: 0.897062 valid_0's binary_logloss: 0.43042 valid_1's auc: 0.900121 valid_1's binary_logloss: 0.42066
[6] valid_0's auc: 0.897753 valid_0's binary_logloss: 0.416973 valid_1's auc: 0.901305 valid_1's binary_logloss: 0.407041
[7] valid_0's auc: 0.898496 valid_0's binary_logloss: 0.405285 valid_1's auc: 0.90152 valid_1's binary_logloss: 0.395542
[8] valid_0's auc: 0.899601 valid_0's binary_logloss: 0.395018 valid_1's auc: 0.902834 valid_1's binary_logloss: 0.385161
[9] valid_0's auc: 0.900309 valid_0's binary_logloss: 0.38628 valid_1's auc: 0.903314 valid_1's binary_logloss: 0.376468
[10] valid_0's auc: 0.900879 valid_0's binary_logloss: 0.378683 valid_1's auc: 0.903486 valid_1's binary_logloss: 0.369189
[11] valid_0's auc: 0.901314 valid_0's binary_logloss: 0.372179 valid_1's auc: 0.903545 valid_1's binary_logloss: 0.363044
[12] valid_0's auc: 0.902019 valid_0's binary_logloss: 0.366218 valid_1's auc: 0.90418 valid_1's binary_logloss: 0.357307
[13] valid_0's auc: 0.902768 valid_0's binary_logloss: 0.360999 valid_1's auc: 0.904527 valid_1's binary_logloss: 0.352542
[14] valid_0's auc: 0.903581 valid_0's binary_logloss: 0.356267 valid_1's auc: 0.90534 valid_1's binary_logloss: 0.347981
[15] valid_0's auc: 0.904279 valid_0's binary_logloss: 0.352021 valid_1's auc: 0.905796 valid_1's binary_logloss: 0.344233
[16] valid_0's auc: 0.904859 valid_0's binary_logloss: 0.348325 valid_1's auc: 0.906107 valid_1's binary_logloss: 0.340942
[17] valid_0's auc: 0.905675 valid_0's binary_logloss: 0.344855 valid_1's auc: 0.906667 valid_1's binary_logloss: 0.337985
[18] valid_0's auc: 0.906509 valid_0's binary_logloss: 0.341622 valid_1's auc: 0.906774 valid_1's binary_logloss: 0.335609
[19] valid_0's auc: 0.907097 valid_0's binary_logloss: 0.338785 valid_1's auc: 0.907143 valid_1's binary_logloss: 0.333283
[20] valid_0's auc: 0.907558 valid_0's binary_logloss: 0.336305 valid_1's auc: 0.907354 valid_1's binary_logloss: 0.331148
[21] valid_0's auc: 0.908378 valid_0's binary_logloss: 0.333814 valid_1's auc: 0.90764 valid_1's binary_logloss: 0.329295
[22] valid_0's auc: 0.908958 valid_0's binary_logloss: 0.331572 valid_1's auc: 0.90797 valid_1's binary_logloss: 0.327415
[23] valid_0's auc: 0.909526 valid_0's binary_logloss: 0.329478 valid_1's auc: 0.908289 valid_1's binary_logloss: 0.325685
[24] valid_0's auc: 0.910203 valid_0's binary_logloss: 0.32749 valid_1's auc: 0.908433 valid_1's binary_logloss: 0.324457
[25] valid_0's auc: 0.910766 valid_0's binary_logloss: 0.325706 valid_1's auc: 0.90871 valid_1's binary_logloss: 0.323222
[26] valid_0's auc: 0.911103 valid_0's binary_logloss: 0.324349 valid_1's auc: 0.908774 valid_1's binary_logloss: 0.322294
[27] valid_0's auc: 0.911523 valid_0's binary_logloss: 0.32284 valid_1's auc: 0.908903 valid_1's binary_logloss: 0.321285
[28] valid_0's auc: 0.912053 valid_0's binary_logloss: 0.32133 valid_1's auc: 0.908994 valid_1's binary_logloss: 0.32044
[29] valid_0's auc: 0.91256 valid_0's binary_logloss: 0.319935 valid_1's auc: 0.909003 valid_1's binary_logloss: 0.319741
[30] valid_0's auc: 0.91302 valid_0's binary_logloss: 0.318651 valid_1's auc: 0.909113 valid_1's binary_logloss: 0.319024
[31] valid_0's auc: 0.913531 valid_0's binary_logloss: 0.317382 valid_1's auc: 0.909132 valid_1's binary_logloss: 0.31846
[32] valid_0's auc: 0.913959 valid_0's binary_logloss: 0.316199 valid_1's auc: 0.909185 valid_1's binary_logloss: 0.31792
[33] valid_0's auc: 0.914338 valid_0's binary_logloss: 0.315227 valid_1's auc: 0.909213 valid_1's binary_logloss: 0.317438
[34] valid_0's auc: 0.914701 valid_0's binary_logloss: 0.314299 valid_1's auc: 0.909325 valid_1's binary_logloss: 0.317016
[35] valid_0's auc: 0.915078 valid_0's binary_logloss: 0.313349 valid_1's auc: 0.909279 valid_1's binary_logloss: 0.316728
[36] valid_0's auc: 0.915465 valid_0's binary_logloss: 0.312396 valid_1's auc: 0.909381 valid_1's binary_logloss: 0.316332
[37] valid_0's auc: 0.91574 valid_0's binary_logloss: 0.311714 valid_1's auc: 0.909368 valid_1's binary_logloss: 0.316152
[38] valid_0's auc: 0.916223 valid_0's binary_logloss: 0.310741 valid_1's auc: 0.909384 valid_1's binary_logloss: 0.315786
[39] valid_0's auc: 0.916477 valid_0's binary_logloss: 0.310122 valid_1's auc: 0.909493 valid_1's binary_logloss: 0.315443
[40] valid_0's auc: 0.916817 valid_0's binary_logloss: 0.309372 valid_1's auc: 0.909603 valid_1's binary_logloss: 0.315066
[41] valid_0's auc: 0.917162 valid_0's binary_logloss: 0.308604 valid_1's auc: 0.909639 valid_1's binary_logloss: 0.3149
[42] valid_0's auc: 0.917493 valid_0's binary_logloss: 0.307907 valid_1's auc: 0.909569 valid_1's binary_logloss: 0.314861
[43] valid_0's auc: 0.917837 valid_0's binary_logloss: 0.307162 valid_1's auc: 0.90957 valid_1's binary_logloss: 0.314733
[44] valid_0's auc: 0.918167 valid_0's binary_logloss: 0.306487 valid_1's auc: 0.909621 valid_1's binary_logloss: 0.31455
[45] valid_0's auc: 0.918333 valid_0's binary_logloss: 0.306105 valid_1's auc: 0.909591 valid_1's binary_logloss: 0.314526
[46] valid_0's auc: 0.918655 valid_0's binary_logloss: 0.305424 valid_1's auc: 0.909539 valid_1's binary_logloss: 0.314427
[47] valid_0's auc: 0.918985 valid_0's binary_logloss: 0.304742 valid_1's auc: 0.909456 valid_1's binary_logloss: 0.314424
[48] valid_0's auc: 0.91939 valid_0's binary_logloss: 0.304018 valid_1's auc: 0.909467 valid_1's binary_logloss: 0.314384
[49] valid_0's auc: 0.91975 valid_0's binary_logloss: 0.303358 valid_1's auc: 0.909583 valid_1's binary_logloss: 0.314159
[50] valid_0's auc: 0.920083 valid_0's binary_logloss: 0.30273 valid_1's auc: 0.90957 valid_1's binary_logloss: 0.314176
[51] valid_0's auc: 0.920397 valid_0's binary_logloss: 0.302171 valid_1's auc: 0.909583 valid_1's binary_logloss: 0.314126
[52] valid_0's auc: 0.920643 valid_0's binary_logloss: 0.301737 valid_1's auc: 0.909555 valid_1's binary_logloss: 0.314108
[53] valid_0's auc: 0.92103 valid_0's binary_logloss: 0.301055 valid_1's auc: 0.909531 valid_1's binary_logloss: 0.314161
[54] valid_0's auc: 0.921355 valid_0's binary_logloss: 0.300483 valid_1's auc: 0.909482 valid_1's binary_logloss: 0.3142
[55] valid_0's auc: 0.921795 valid_0's binary_logloss: 0.299702 valid_1's auc: 0.909493 valid_1's binary_logloss: 0.314181
[56] valid_0's auc: 0.922088 valid_0's binary_logloss: 0.29912 valid_1's auc: 0.909452 valid_1's binary_logloss: 0.314208
[57] valid_0's auc: 0.922427 valid_0's binary_logloss: 0.298476 valid_1's auc: 0.909426 valid_1's binary_logloss: 0.314258
[58] valid_0's auc: 0.922606 valid_0's binary_logloss: 0.298081 valid_1's auc: 0.909423 valid_1's binary_logloss: 0.314268
[59] valid_0's auc: 0.922862 valid_0's binary_logloss: 0.297566 valid_1's auc: 0.909367 valid_1's binary_logloss: 0.314353
[60] valid_0's auc: 0.923163 valid_0's binary_logloss: 0.297038 valid_1's auc: 0.909243 valid_1's binary_logloss: 0.314481
[61] valid_0's auc: 0.923316 valid_0's binary_logloss: 0.296708 valid_1's auc: 0.909211 valid_1's binary_logloss: 0.314471
[62] valid_0's auc: 0.923645 valid_0's binary_logloss: 0.29619 valid_1's auc: 0.909099 valid_1's binary_logloss: 0.314658
[63] valid_0's auc: 0.923866 valid_0's binary_logloss: 0.295798 valid_1's auc: 0.909084 valid_1's binary_logloss: 0.314661
[64] valid_0's auc: 0.9242 valid_0's binary_logloss: 0.295235 valid_1's auc: 0.908959 valid_1's binary_logloss: 0.314867
[65] valid_0's auc: 0.924464 valid_0's binary_logloss: 0.294731 valid_1's auc: 0.908857 valid_1's binary_logloss: 0.314948
[66] valid_0's auc: 0.924677 valid_0's binary_logloss: 0.294344 valid_1's auc: 0.9088 valid_1's binary_logloss: 0.315026
[67] valid_0's auc: 0.925025 valid_0's binary_logloss: 0.293773 valid_1's auc: 0.908749 valid_1's binary_logloss: 0.315115
[68] valid_0's auc: 0.92518 valid_0's binary_logloss: 0.293496 valid_1's auc: 0.908687 valid_1's binary_logloss: 0.315227
[69] valid_0's auc: 0.925456 valid_0's binary_logloss: 0.293047 valid_1's auc: 0.90862 valid_1's binary_logloss: 0.315335
[70] valid_0's auc: 0.925634 valid_0's binary_logloss: 0.29272 valid_1's auc: 0.908646 valid_1's binary_logloss: 0.315359
[71] valid_0's auc: 0.925872 valid_0's binary_logloss: 0.292262 valid_1's auc: 0.908704 valid_1's binary_logloss: 0.315263
[72] valid_0's auc: 0.926065 valid_0's binary_logloss: 0.291939 valid_1's auc: 0.908616 valid_1's binary_logloss: 0.315408
[73] valid_0's auc: 0.926426 valid_0's binary_logloss: 0.291351 valid_1's auc: 0.908659 valid_1's binary_logloss: 0.315366
[74] valid_0's auc: 0.926622 valid_0's binary_logloss: 0.290995 valid_1's auc: 0.908647 valid_1's binary_logloss: 0.315374
[75] valid_0's auc: 0.92691 valid_0's binary_logloss: 0.290504 valid_1's auc: 0.908683 valid_1's binary_logloss: 0.315337
[76] valid_0's auc: 0.927022 valid_0's binary_logloss: 0.290284 valid_1's auc: 0.90854 valid_1's binary_logloss: 0.315519
[77] valid_0's auc: 0.927277 valid_0's binary_logloss: 0.289798 valid_1's auc: 0.908484 valid_1's binary_logloss: 0.315637
[78] valid_0's auc: 0.927536 valid_0's binary_logloss: 0.289357 valid_1's auc: 0.908396 valid_1's binary_logloss: 0.315793
[79] valid_0's auc: 0.927812 valid_0's binary_logloss: 0.288851 valid_1's auc: 0.908282 valid_1's binary_logloss: 0.316022
[80] valid_0's auc: 0.928044 valid_0's binary_logloss: 0.28844 valid_1's auc: 0.908214 valid_1's binary_logloss: 0.316115
[81] valid_0's auc: 0.928205 valid_0's binary_logloss: 0.288111 valid_1's auc: 0.908118 valid_1's binary_logloss: 0.316254
[82] valid_0's auc: 0.928396 valid_0's binary_logloss: 0.287727 valid_1's auc: 0.90802 valid_1's binary_logloss: 0.316449
[83] valid_0's auc: 0.928605 valid_0's binary_logloss: 0.287366 valid_1's auc: 0.908011 valid_1's binary_logloss: 0.316466
[84] valid_0's auc: 0.928839 valid_0's binary_logloss: 0.286971 valid_1's auc: 0.907933 valid_1's binary_logloss: 0.31662
[85] valid_0's auc: 0.928915 valid_0's binary_logloss: 0.2868 valid_1's auc: 0.907916 valid_1's binary_logloss: 0.316654
[86] valid_0's auc: 0.929181 valid_0's binary_logloss: 0.286319 valid_1's auc: 0.90791 valid_1's binary_logloss: 0.316728
[87] valid_0's auc: 0.929371 valid_0's binary_logloss: 0.285994 valid_1's auc: 0.907886 valid_1's binary_logloss: 0.316765
[88] valid_0's auc: 0.929502 valid_0's binary_logloss: 0.285761 valid_1's auc: 0.907916 valid_1's binary_logloss: 0.316743
[89] valid_0's auc: 0.929659 valid_0's binary_logloss: 0.285429 valid_1's auc: 0.907961 valid_1's binary_logloss: 0.316672
[90] valid_0's auc: 0.929931 valid_0's binary_logloss: 0.284982 valid_1's auc: 0.907924 valid_1's binary_logloss: 0.316773
[91] valid_0's auc: 0.93015 valid_0's binary_logloss: 0.2846 valid_1's auc: 0.907924 valid_1's binary_logloss: 0.316769
[92] valid_0's auc: 0.930368 valid_0's binary_logloss: 0.284197 valid_1's auc: 0.907787 valid_1's binary_logloss: 0.317005
[93] valid_0's auc: 0.930583 valid_0's binary_logloss: 0.283829 valid_1's auc: 0.907746 valid_1's binary_logloss: 0.317083
[94] valid_0's auc: 0.930804 valid_0's binary_logloss: 0.283453 valid_1's auc: 0.907833 valid_1's binary_logloss: 0.316959
[95] valid_0's auc: 0.930997 valid_0's binary_logloss: 0.283092 valid_1's auc: 0.907775 valid_1's binary_logloss: 0.31709
[96] valid_0's auc: 0.931191 valid_0's binary_logloss: 0.282729 valid_1's auc: 0.907659 valid_1's binary_logloss: 0.317264
[97] valid_0's auc: 0.931372 valid_0's binary_logloss: 0.282436 valid_1's auc: 0.907629 valid_1's binary_logloss: 0.317278
[98] valid_0's auc: 0.931553 valid_0's binary_logloss: 0.282131 valid_1's auc: 0.907633 valid_1's binary_logloss: 0.317264
[99] valid_0's auc: 0.931774 valid_0's binary_logloss: 0.281744 valid_1's auc: 0.907556 valid_1's binary_logloss: 0.317429
[100] valid_0's auc: 0.931904 valid_0's binary_logloss: 0.281482 valid_1's auc: 0.90761 valid_1's binary_logloss: 0.317349
[101] valid_0's auc: 0.932084 valid_0's binary_logloss: 0.281156 valid_1's auc: 0.90758 valid_1's binary_logloss: 0.317376
[102] valid_0's auc: 0.932305 valid_0's binary_logloss: 0.280757 valid_1's auc: 0.907474 valid_1's binary_logloss: 0.317591
[103] valid_0's auc: 0.932607 valid_0's binary_logloss: 0.280266 valid_1's auc: 0.907353 valid_1's binary_logloss: 0.317736
[104] valid_0's auc: 0.932796 valid_0's binary_logloss: 0.279974 valid_1's auc: 0.90731 valid_1's binary_logloss: 0.317816
[105] valid_0's auc: 0.932951 valid_0's binary_logloss: 0.279695 valid_1's auc: 0.907265 valid_1's binary_logloss: 0.31795
[106] valid_0's auc: 0.933104 valid_0's binary_logloss: 0.279431 valid_1's auc: 0.907172 valid_1's binary_logloss: 0.318088
[107] valid_0's auc: 0.933257 valid_0's binary_logloss: 0.279174 valid_1's auc: 0.907182 valid_1's binary_logloss: 0.318058
[108] valid_0's auc: 0.93343 valid_0's binary_logloss: 0.278857 valid_1's auc: 0.907086 valid_1's binary_logloss: 0.318236
[109] valid_0's auc: 0.933558 valid_0's binary_logloss: 0.278626 valid_1's auc: 0.907023 valid_1's binary_logloss: 0.318332
[110] valid_0's auc: 0.933732 valid_0's binary_logloss: 0.278322 valid_1's auc: 0.906943 valid_1's binary_logloss: 0.318478
[111] valid_0's auc: 0.933953 valid_0's binary_logloss: 0.277947 valid_1's auc: 0.906897 valid_1's binary_logloss: 0.318553
[112] valid_0's auc: 0.934012 valid_0's binary_logloss: 0.277813 valid_1's auc: 0.906878 valid_1's binary_logloss: 0.318612
[113] valid_0's auc: 0.934274 valid_0's binary_logloss: 0.27736 valid_1's auc: 0.906806 valid_1's binary_logloss: 0.318723
[114] valid_0's auc: 0.934468 valid_0's binary_logloss: 0.277018 valid_1's auc: 0.906638 valid_1's binary_logloss: 0.319016
[115] valid_0's auc: 0.934638 valid_0's binary_logloss: 0.27676 valid_1's auc: 0.906613 valid_1's binary_logloss: 0.319048
[116] valid_0's auc: 0.934859 valid_0's binary_logloss: 0.276382 valid_1's auc: 0.906575 valid_1's binary_logloss: 0.31909
[117] valid_0's auc: 0.934925 valid_0's binary_logloss: 0.276253 valid_1's auc: 0.906516 valid_1's binary_logloss: 0.319189
[118] valid_0's auc: 0.935133 valid_0's binary_logloss: 0.275888 valid_1's auc: 0.9065 valid_1's binary_logloss: 0.319235
[119] valid_0's auc: 0.935308 valid_0's binary_logloss: 0.275562 valid_1's auc: 0.906449 valid_1's binary_logloss: 0.319398
[120] valid_0's auc: 0.935468 valid_0's binary_logloss: 0.275277 valid_1's auc: 0.906505 valid_1's binary_logloss: 0.31929
[121] valid_0's auc: 0.935668 valid_0's binary_logloss: 0.274917 valid_1's auc: 0.906467 valid_1's binary_logloss: 0.31938
[122] valid_0's auc: 0.935807 valid_0's binary_logloss: 0.274678 valid_1's auc: 0.906415 valid_1's binary_logloss: 0.319463
[123] valid_0's auc: 0.936005 valid_0's binary_logloss: 0.2743 valid_1's auc: 0.906462 valid_1's binary_logloss: 0.319443
[124] valid_0's auc: 0.936173 valid_0's binary_logloss: 0.273982 valid_1's auc: 0.90644 valid_1's binary_logloss: 0.319597
[125] valid_0's auc: 0.936376 valid_0's binary_logloss: 0.273627 valid_1's auc: 0.906473 valid_1's binary_logloss: 0.319552
[126] valid_0's auc: 0.936551 valid_0's binary_logloss: 0.273322 valid_1's auc: 0.906298 valid_1's binary_logloss: 0.319885
[127] valid_0's auc: 0.936745 valid_0's binary_logloss: 0.272991 valid_1's auc: 0.906121 valid_1's binary_logloss: 0.32011
[128] valid_0's auc: 0.93691 valid_0's binary_logloss: 0.272682 valid_1's auc: 0.906086 valid_1's binary_logloss: 0.320223
[129] valid_0's auc: 0.937074 valid_0's binary_logloss: 0.272395 valid_1's auc: 0.906158 valid_1's binary_logloss: 0.320087
[130] valid_0's auc: 0.937206 valid_0's binary_logloss: 0.272148 valid_1's auc: 0.906151 valid_1's binary_logloss: 0.32007
[131] valid_0's auc: 0.93742 valid_0's binary_logloss: 0.271797 valid_1's auc: 0.906127 valid_1's binary_logloss: 0.320121
[132] valid_0's auc: 0.937542 valid_0's binary_logloss: 0.271551 valid_1's auc: 0.906118 valid_1's binary_logloss: 0.320187
[133] valid_0's auc: 0.9377 valid_0's binary_logloss: 0.271277 valid_1's auc: 0.90604 valid_1's binary_logloss: 0.320381
[134] valid_0's auc: 0.937735 valid_0's binary_logloss: 0.271221 valid_1's auc: 0.90598 valid_1's binary_logloss: 0.320479
[135] valid_0's auc: 0.937769 valid_0's binary_logloss: 0.271166 valid_1's auc: 0.905914 valid_1's binary_logloss: 0.320599
[136] valid_0's auc: 0.937933 valid_0's binary_logloss: 0.270894 valid_1's auc: 0.905932 valid_1's binary_logloss: 0.320674
[137] valid_0's auc: 0.938118 valid_0's binary_logloss: 0.270562 valid_1's auc: 0.905833 valid_1's binary_logloss: 0.320836
[138] valid_0's auc: 0.938331 valid_0's binary_logloss: 0.270171 valid_1's auc: 0.905794 valid_1's binary_logloss: 0.320872
[139] valid_0's auc: 0.938497 valid_0's binary_logloss: 0.269823 valid_1's auc: 0.905847 valid_1's binary_logloss: 0.320815
[140] valid_0's auc: 0.938624 valid_0's binary_logloss: 0.269606 valid_1's auc: 0.90585 valid_1's binary_logloss: 0.320907
[141] valid_0's auc: 0.938678 valid_0's binary_logloss: 0.269487 valid_1's auc: 0.905873 valid_1's binary_logloss: 0.320891
Early stopping, best iteration is:
[41] valid_0's auc: 0.917162 valid_0's binary_logloss: 0.308604 valid_1's auc: 0.909639 valid_1's binary_logloss: 0.3149
[1] valid_0's auc: 0.886809 valid_0's binary_logloss: 0.517145 valid_1's auc: 0.89313 valid_1's binary_logloss: 0.508294
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.89216 valid_0's binary_logloss: 0.488453 valid_1's auc: 0.898763 valid_1's binary_logloss: 0.478697
[3] valid_0's auc: 0.893142 valid_0's binary_logloss: 0.465421 valid_1's auc: 0.900417 valid_1's binary_logloss: 0.455027
[4] valid_0's auc: 0.894664 valid_0's binary_logloss: 0.446357 valid_1's auc: 0.90081 valid_1's binary_logloss: 0.435946
[5] valid_0's auc: 0.896153 valid_0's binary_logloss: 0.430079 valid_1's auc: 0.901764 valid_1's binary_logloss: 0.419975
[6] valid_0's auc: 0.897206 valid_0's binary_logloss: 0.416532 valid_1's auc: 0.902251 valid_1's binary_logloss: 0.40638
[7] valid_0's auc: 0.898567 valid_0's binary_logloss: 0.404826 valid_1's auc: 0.903033 valid_1's binary_logloss: 0.394778
[8] valid_0's auc: 0.899448 valid_0's binary_logloss: 0.394776 valid_1's auc: 0.903927 valid_1's binary_logloss: 0.384847
[9] valid_0's auc: 0.900088 valid_0's binary_logloss: 0.386104 valid_1's auc: 0.904161 valid_1's binary_logloss: 0.37639
[10] valid_0's auc: 0.901027 valid_0's binary_logloss: 0.378192 valid_1's auc: 0.904446 valid_1's binary_logloss: 0.369001
[11] valid_0's auc: 0.901764 valid_0's binary_logloss: 0.371436 valid_1's auc: 0.904953 valid_1's binary_logloss: 0.362451
[12] valid_0's auc: 0.902489 valid_0's binary_logloss: 0.365439 valid_1's auc: 0.904959 valid_1's binary_logloss: 0.357082
[13] valid_0's auc: 0.903502 valid_0's binary_logloss: 0.360046 valid_1's auc: 0.905536 valid_1's binary_logloss: 0.352049
[14] valid_0's auc: 0.904396 valid_0's binary_logloss: 0.355398 valid_1's auc: 0.905823 valid_1's binary_logloss: 0.34774
[15] valid_0's auc: 0.904934 valid_0's binary_logloss: 0.351206 valid_1's auc: 0.906022 valid_1's binary_logloss: 0.344043
[16] valid_0's auc: 0.905569 valid_0's binary_logloss: 0.347535 valid_1's auc: 0.906377 valid_1's binary_logloss: 0.340724
[17] valid_0's auc: 0.906055 valid_0's binary_logloss: 0.344217 valid_1's auc: 0.906775 valid_1's binary_logloss: 0.337671
[18] valid_0's auc: 0.906551 valid_0's binary_logloss: 0.341209 valid_1's auc: 0.90747 valid_1's binary_logloss: 0.334811
[19] valid_0's auc: 0.907641 valid_0's binary_logloss: 0.338006 valid_1's auc: 0.907893 valid_1's binary_logloss: 0.332332
[20] valid_0's auc: 0.90819 valid_0's binary_logloss: 0.335486 valid_1's auc: 0.908373 valid_1's binary_logloss: 0.329934
[21] valid_0's auc: 0.908964 valid_0's binary_logloss: 0.332971 valid_1's auc: 0.90855 valid_1's binary_logloss: 0.32818
[22] valid_0's auc: 0.909547 valid_0's binary_logloss: 0.330718 valid_1's auc: 0.908644 valid_1's binary_logloss: 0.326522
[23] valid_0's auc: 0.910058 valid_0's binary_logloss: 0.328697 valid_1's auc: 0.908582 valid_1's binary_logloss: 0.325272
[24] valid_0's auc: 0.910606 valid_0's binary_logloss: 0.326753 valid_1's auc: 0.908869 valid_1's binary_logloss: 0.323869
[25] valid_0's auc: 0.911109 valid_0's binary_logloss: 0.324964 valid_1's auc: 0.909069 valid_1's binary_logloss: 0.322625
[26] valid_0's auc: 0.911732 valid_0's binary_logloss: 0.323322 valid_1's auc: 0.909235 valid_1's binary_logloss: 0.321654
[27] valid_0's auc: 0.912288 valid_0's binary_logloss: 0.321716 valid_1's auc: 0.909162 valid_1's binary_logloss: 0.321004
[28] valid_0's auc: 0.912703 valid_0's binary_logloss: 0.320322 valid_1's auc: 0.909336 valid_1's binary_logloss: 0.320072
[29] valid_0's auc: 0.913164 valid_0's binary_logloss: 0.318981 valid_1's auc: 0.90934 valid_1's binary_logloss: 0.319466
[30] valid_0's auc: 0.913641 valid_0's binary_logloss: 0.317667 valid_1's auc: 0.90943 valid_1's binary_logloss: 0.318834
[31] valid_0's auc: 0.914029 valid_0's binary_logloss: 0.316637 valid_1's auc: 0.909567 valid_1's binary_logloss: 0.318209
[32] valid_0's auc: 0.914472 valid_0's binary_logloss: 0.31551 valid_1's auc: 0.909657 valid_1's binary_logloss: 0.317686
[33] valid_0's auc: 0.914852 valid_0's binary_logloss: 0.314576 valid_1's auc: 0.909778 valid_1's binary_logloss: 0.317205
[34] valid_0's auc: 0.915237 valid_0's binary_logloss: 0.31355 valid_1's auc: 0.909801 valid_1's binary_logloss: 0.316731
[35] valid_0's auc: 0.915653 valid_0's binary_logloss: 0.312657 valid_1's auc: 0.909855 valid_1's binary_logloss: 0.316376
[36] valid_0's auc: 0.915976 valid_0's binary_logloss: 0.311797 valid_1's auc: 0.90981 valid_1's binary_logloss: 0.316174
[37] valid_0's auc: 0.916279 valid_0's binary_logloss: 0.311071 valid_1's auc: 0.909893 valid_1's binary_logloss: 0.315847
[38] valid_0's auc: 0.916637 valid_0's binary_logloss: 0.310222 valid_1's auc: 0.909867 valid_1's binary_logloss: 0.315592
[39] valid_0's auc: 0.917042 valid_0's binary_logloss: 0.309337 valid_1's auc: 0.909799 valid_1's binary_logloss: 0.315496
[40] valid_0's auc: 0.917355 valid_0's binary_logloss: 0.308607 valid_1's auc: 0.909819 valid_1's binary_logloss: 0.315243
[41] valid_0's auc: 0.917701 valid_0's binary_logloss: 0.307828 valid_1's auc: 0.909946 valid_1's binary_logloss: 0.314876
[42] valid_0's auc: 0.91791 valid_0's binary_logloss: 0.307312 valid_1's auc: 0.909868 valid_1's binary_logloss: 0.314873
[43] valid_0's auc: 0.918213 valid_0's binary_logloss: 0.306626 valid_1's auc: 0.909911 valid_1's binary_logloss: 0.314674
[44] valid_0's auc: 0.918685 valid_0's binary_logloss: 0.305763 valid_1's auc: 0.910019 valid_1's binary_logloss: 0.314403
[45] valid_0's auc: 0.919016 valid_0's binary_logloss: 0.305061 valid_1's auc: 0.909875 valid_1's binary_logloss: 0.314482
[46] valid_0's auc: 0.919317 valid_0's binary_logloss: 0.304415 valid_1's auc: 0.90993 valid_1's binary_logloss: 0.314315
[47] valid_0's auc: 0.919643 valid_0's binary_logloss: 0.303774 valid_1's auc: 0.91001 valid_1's binary_logloss: 0.314116
[48] valid_0's auc: 0.919876 valid_0's binary_logloss: 0.303313 valid_1's auc: 0.910168 valid_1's binary_logloss: 0.313836
[49] valid_0's auc: 0.920177 valid_0's binary_logloss: 0.302649 valid_1's auc: 0.91025 valid_1's binary_logloss: 0.3136
[50] valid_0's auc: 0.920349 valid_0's binary_logloss: 0.302246 valid_1's auc: 0.910222 valid_1's binary_logloss: 0.313564
[51] valid_0's auc: 0.920706 valid_0's binary_logloss: 0.301598 valid_1's auc: 0.910294 valid_1's binary_logloss: 0.313402
[52] valid_0's auc: 0.920921 valid_0's binary_logloss: 0.301137 valid_1's auc: 0.910263 valid_1's binary_logloss: 0.31342
[53] valid_0's auc: 0.921298 valid_0's binary_logloss: 0.300471 valid_1's auc: 0.910231 valid_1's binary_logloss: 0.313349
[54] valid_0's auc: 0.921585 valid_0's binary_logloss: 0.299963 valid_1's auc: 0.910234 valid_1's binary_logloss: 0.313302
[55] valid_0's auc: 0.921697 valid_0's binary_logloss: 0.299732 valid_1's auc: 0.910245 valid_1's binary_logloss: 0.313266
[56] valid_0's auc: 0.922057 valid_0's binary_logloss: 0.299048 valid_1's auc: 0.91021 valid_1's binary_logloss: 0.313286
[57] valid_0's auc: 0.922272 valid_0's binary_logloss: 0.298589 valid_1's auc: 0.910227 valid_1's binary_logloss: 0.313215
[58] valid_0's auc: 0.922627 valid_0's binary_logloss: 0.297913 valid_1's auc: 0.910163 valid_1's binary_logloss: 0.31331
[59] valid_0's auc: 0.922844 valid_0's binary_logloss: 0.297475 valid_1's auc: 0.910196 valid_1's binary_logloss: 0.313274
[60] valid_0's auc: 0.923142 valid_0's binary_logloss: 0.296931 valid_1's auc: 0.910059 valid_1's binary_logloss: 0.313461
[61] valid_0's auc: 0.923408 valid_0's binary_logloss: 0.29645 valid_1's auc: 0.909899 valid_1's binary_logloss: 0.313659
[62] valid_0's auc: 0.923753 valid_0's binary_logloss: 0.295876 valid_1's auc: 0.909852 valid_1's binary_logloss: 0.313769
[63] valid_0's auc: 0.923918 valid_0's binary_logloss: 0.295573 valid_1's auc: 0.909839 valid_1's binary_logloss: 0.313806
[64] valid_0's auc: 0.924058 valid_0's binary_logloss: 0.295292 valid_1's auc: 0.909802 valid_1's binary_logloss: 0.313854
[65] valid_0's auc: 0.924295 valid_0's binary_logloss: 0.294827 valid_1's auc: 0.909754 valid_1's binary_logloss: 0.31389
[66] valid_0's auc: 0.924591 valid_0's binary_logloss: 0.294336 valid_1's auc: 0.909557 valid_1's binary_logloss: 0.314177
[67] valid_0's auc: 0.924695 valid_0's binary_logloss: 0.294118 valid_1's auc: 0.909637 valid_1's binary_logloss: 0.314063
[68] valid_0's auc: 0.92506 valid_0's binary_logloss: 0.293509 valid_1's auc: 0.90968 valid_1's binary_logloss: 0.314033
[69] valid_0's auc: 0.925381 valid_0's binary_logloss: 0.292937 valid_1's auc: 0.909558 valid_1's binary_logloss: 0.314218
[70] valid_0's auc: 0.925704 valid_0's binary_logloss: 0.292351 valid_1's auc: 0.909505 valid_1's binary_logloss: 0.314355
[71] valid_0's auc: 0.926066 valid_0's binary_logloss: 0.291815 valid_1's auc: 0.909454 valid_1's binary_logloss: 0.314434
[72] valid_0's auc: 0.926392 valid_0's binary_logloss: 0.291233 valid_1's auc: 0.909469 valid_1's binary_logloss: 0.314452
[73] valid_0's auc: 0.926687 valid_0's binary_logloss: 0.290731 valid_1's auc: 0.909389 valid_1's binary_logloss: 0.314558
[74] valid_0's auc: 0.926863 valid_0's binary_logloss: 0.290417 valid_1's auc: 0.909342 valid_1's binary_logloss: 0.314633
[75] valid_0's auc: 0.927058 valid_0's binary_logloss: 0.290045 valid_1's auc: 0.909244 valid_1's binary_logloss: 0.314776
[76] valid_0's auc: 0.927263 valid_0's binary_logloss: 0.289688 valid_1's auc: 0.909167 valid_1's binary_logloss: 0.314921
[77] valid_0's auc: 0.927689 valid_0's binary_logloss: 0.288981 valid_1's auc: 0.909179 valid_1's binary_logloss: 0.314832
[78] valid_0's auc: 0.927919 valid_0's binary_logloss: 0.288578 valid_1's auc: 0.909109 valid_1's binary_logloss: 0.314948
[79] valid_0's auc: 0.928059 valid_0's binary_logloss: 0.288347 valid_1's auc: 0.909067 valid_1's binary_logloss: 0.315034
[80] valid_0's auc: 0.928365 valid_0's binary_logloss: 0.287803 valid_1's auc: 0.909176 valid_1's binary_logloss: 0.314929
[81] valid_0's auc: 0.928568 valid_0's binary_logloss: 0.287417 valid_1's auc: 0.909032 valid_1's binary_logloss: 0.315136
[82] valid_0's auc: 0.92872 valid_0's binary_logloss: 0.28717 valid_1's auc: 0.909108 valid_1's binary_logloss: 0.315059
[83] valid_0's auc: 0.92888 valid_0's binary_logloss: 0.286886 valid_1's auc: 0.909067 valid_1's binary_logloss: 0.31514
[84] valid_0's auc: 0.929183 valid_0's binary_logloss: 0.286369 valid_1's auc: 0.909027 valid_1's binary_logloss: 0.315224
[85] valid_0's auc: 0.929482 valid_0's binary_logloss: 0.285895 valid_1's auc: 0.909042 valid_1's binary_logloss: 0.315277
[86] valid_0's auc: 0.929739 valid_0's binary_logloss: 0.285461 valid_1's auc: 0.90904 valid_1's binary_logloss: 0.315297
[87] valid_0's auc: 0.929925 valid_0's binary_logloss: 0.285139 valid_1's auc: 0.908926 valid_1's binary_logloss: 0.315499
[88] valid_0's auc: 0.930169 valid_0's binary_logloss: 0.2847 valid_1's auc: 0.908899 valid_1's binary_logloss: 0.315544
[89] valid_0's auc: 0.930365 valid_0's binary_logloss: 0.284347 valid_1's auc: 0.908884 valid_1's binary_logloss: 0.315591
[90] valid_0's auc: 0.930587 valid_0's binary_logloss: 0.283946 valid_1's auc: 0.908832 valid_1's binary_logloss: 0.315658
[91] valid_0's auc: 0.93075 valid_0's binary_logloss: 0.283696 valid_1's auc: 0.908728 valid_1's binary_logloss: 0.315867
[92] valid_0's auc: 0.930981 valid_0's binary_logloss: 0.283342 valid_1's auc: 0.908746 valid_1's binary_logloss: 0.315862
[93] valid_0's auc: 0.931177 valid_0's binary_logloss: 0.28298 valid_1's auc: 0.908636 valid_1's binary_logloss: 0.316031
[94] valid_0's auc: 0.93136 valid_0's binary_logloss: 0.282631 valid_1's auc: 0.908576 valid_1's binary_logloss: 0.316121
[95] valid_0's auc: 0.931666 valid_0's binary_logloss: 0.28212 valid_1's auc: 0.908527 valid_1's binary_logloss: 0.316188
[96] valid_0's auc: 0.931787 valid_0's binary_logloss: 0.281858 valid_1's auc: 0.908518 valid_1's binary_logloss: 0.316223
[97] valid_0's auc: 0.931907 valid_0's binary_logloss: 0.281655 valid_1's auc: 0.908519 valid_1's binary_logloss: 0.316246
[98] valid_0's auc: 0.9321 valid_0's binary_logloss: 0.281286 valid_1's auc: 0.908416 valid_1's binary_logloss: 0.316424
[99] valid_0's auc: 0.932193 valid_0's binary_logloss: 0.281118 valid_1's auc: 0.908408 valid_1's binary_logloss: 0.316464
[100] valid_0's auc: 0.932369 valid_0's binary_logloss: 0.280841 valid_1's auc: 0.908268 valid_1's binary_logloss: 0.316661
[101] valid_0's auc: 0.932661 valid_0's binary_logloss: 0.28034 valid_1's auc: 0.908109 valid_1's binary_logloss: 0.316955
[102] valid_0's auc: 0.932826 valid_0's binary_logloss: 0.280049 valid_1's auc: 0.908069 valid_1's binary_logloss: 0.317018
[103] valid_0's auc: 0.933014 valid_0's binary_logloss: 0.279725 valid_1's auc: 0.908021 valid_1's binary_logloss: 0.317085
[104] valid_0's auc: 0.933166 valid_0's binary_logloss: 0.279473 valid_1's auc: 0.907929 valid_1's binary_logloss: 0.317241
[105] valid_0's auc: 0.933321 valid_0's binary_logloss: 0.279207 valid_1's auc: 0.907911 valid_1's binary_logloss: 0.31726
[106] valid_0's auc: 0.933581 valid_0's binary_logloss: 0.278748 valid_1's auc: 0.907938 valid_1's binary_logloss: 0.317267
[107] valid_0's auc: 0.933698 valid_0's binary_logloss: 0.278542 valid_1's auc: 0.90794 valid_1's binary_logloss: 0.317308
[108] valid_0's auc: 0.933821 valid_0's binary_logloss: 0.278321 valid_1's auc: 0.907919 valid_1's binary_logloss: 0.317375
[109] valid_0's auc: 0.933888 valid_0's binary_logloss: 0.27822 valid_1's auc: 0.907898 valid_1's binary_logloss: 0.317388
[110] valid_0's auc: 0.934064 valid_0's binary_logloss: 0.277874 valid_1's auc: 0.907812 valid_1's binary_logloss: 0.317555
[111] valid_0's auc: 0.934327 valid_0's binary_logloss: 0.277437 valid_1's auc: 0.907728 valid_1's binary_logloss: 0.317713
[112] valid_0's auc: 0.934544 valid_0's binary_logloss: 0.277065 valid_1's auc: 0.907635 valid_1's binary_logloss: 0.317884
[113] valid_0's auc: 0.934611 valid_0's binary_logloss: 0.276948 valid_1's auc: 0.90761 valid_1's binary_logloss: 0.317942
[114] valid_0's auc: 0.934754 valid_0's binary_logloss: 0.276625 valid_1's auc: 0.907642 valid_1's binary_logloss: 0.317983
[115] valid_0's auc: 0.934975 valid_0's binary_logloss: 0.276261 valid_1's auc: 0.907505 valid_1's binary_logloss: 0.318194
[116] valid_0's auc: 0.935169 valid_0's binary_logloss: 0.275939 valid_1's auc: 0.907433 valid_1's binary_logloss: 0.318353
[117] valid_0's auc: 0.935298 valid_0's binary_logloss: 0.275729 valid_1's auc: 0.907339 valid_1's binary_logloss: 0.318545
[118] valid_0's auc: 0.935438 valid_0's binary_logloss: 0.275487 valid_1's auc: 0.907353 valid_1's binary_logloss: 0.318587
[119] valid_0's auc: 0.935658 valid_0's binary_logloss: 0.27512 valid_1's auc: 0.907304 valid_1's binary_logloss: 0.318633
[120] valid_0's auc: 0.935802 valid_0's binary_logloss: 0.274844 valid_1's auc: 0.907275 valid_1's binary_logloss: 0.318715
[121] valid_0's auc: 0.936013 valid_0's binary_logloss: 0.274488 valid_1's auc: 0.907205 valid_1's binary_logloss: 0.318872
[122] valid_0's auc: 0.936204 valid_0's binary_logloss: 0.274157 valid_1's auc: 0.907177 valid_1's binary_logloss: 0.318962
[123] valid_0's auc: 0.936337 valid_0's binary_logloss: 0.273926 valid_1's auc: 0.907094 valid_1's binary_logloss: 0.319126
[124] valid_0's auc: 0.936498 valid_0's binary_logloss: 0.273636 valid_1's auc: 0.907081 valid_1's binary_logloss: 0.319178
[125] valid_0's auc: 0.936675 valid_0's binary_logloss: 0.273302 valid_1's auc: 0.906984 valid_1's binary_logloss: 0.319317
[126] valid_0's auc: 0.936776 valid_0's binary_logloss: 0.273149 valid_1's auc: 0.906966 valid_1's binary_logloss: 0.319331
[127] valid_0's auc: 0.93689 valid_0's binary_logloss: 0.272923 valid_1's auc: 0.906976 valid_1's binary_logloss: 0.319368
[128] valid_0's auc: 0.937077 valid_0's binary_logloss: 0.272605 valid_1's auc: 0.906959 valid_1's binary_logloss: 0.319397
[129] valid_0's auc: 0.937324 valid_0's binary_logloss: 0.272162 valid_1's auc: 0.906863 valid_1's binary_logloss: 0.319597
[130] valid_0's auc: 0.93747 valid_0's binary_logloss: 0.271892 valid_1's auc: 0.90684 valid_1's binary_logloss: 0.319663
[131] valid_0's auc: 0.937649 valid_0's binary_logloss: 0.271597 valid_1's auc: 0.90672 valid_1's binary_logloss: 0.319891
[132] valid_0's auc: 0.937821 valid_0's binary_logloss: 0.271277 valid_1's auc: 0.906739 valid_1's binary_logloss: 0.319871
[133] valid_0's auc: 0.937978 valid_0's binary_logloss: 0.270996 valid_1's auc: 0.906701 valid_1's binary_logloss: 0.319963
[134] valid_0's auc: 0.938099 valid_0's binary_logloss: 0.270759 valid_1's auc: 0.906713 valid_1's binary_logloss: 0.319974
[135] valid_0's auc: 0.938254 valid_0's binary_logloss: 0.270458 valid_1's auc: 0.906758 valid_1's binary_logloss: 0.319938
[136] valid_0's auc: 0.938492 valid_0's binary_logloss: 0.270064 valid_1's auc: 0.906781 valid_1's binary_logloss: 0.319962
[137] valid_0's auc: 0.938675 valid_0's binary_logloss: 0.269735 valid_1's auc: 0.906837 valid_1's binary_logloss: 0.319855
[138] valid_0's auc: 0.938811 valid_0's binary_logloss: 0.269492 valid_1's auc: 0.906887 valid_1's binary_logloss: 0.319759
[139] valid_0's auc: 0.939007 valid_0's binary_logloss: 0.269148 valid_1's auc: 0.906784 valid_1's binary_logloss: 0.319974
[140] valid_0's auc: 0.939196 valid_0's binary_logloss: 0.268795 valid_1's auc: 0.906671 valid_1's binary_logloss: 0.320188
[141] valid_0's auc: 0.939263 valid_0's binary_logloss: 0.268669 valid_1's auc: 0.906668 valid_1's binary_logloss: 0.320225
[142] valid_0's auc: 0.939523 valid_0's binary_logloss: 0.268238 valid_1's auc: 0.906601 valid_1's binary_logloss: 0.320365
[143] valid_0's auc: 0.939667 valid_0's binary_logloss: 0.267985 valid_1's auc: 0.906498 valid_1's binary_logloss: 0.320565
[144] valid_0's auc: 0.93981 valid_0's binary_logloss: 0.267715 valid_1's auc: 0.906369 valid_1's binary_logloss: 0.32077
[145] valid_0's auc: 0.939975 valid_0's binary_logloss: 0.267408 valid_1's auc: 0.906251 valid_1's binary_logloss: 0.320988
[146] valid_0's auc: 0.940066 valid_0's binary_logloss: 0.267248 valid_1's auc: 0.906272 valid_1's binary_logloss: 0.320964
[147] valid_0's auc: 0.940152 valid_0's binary_logloss: 0.26711 valid_1's auc: 0.906305 valid_1's binary_logloss: 0.320942
[148] valid_0's auc: 0.940358 valid_0's binary_logloss: 0.266717 valid_1's auc: 0.906162 valid_1's binary_logloss: 0.321257
[149] valid_0's auc: 0.940566 valid_0's binary_logloss: 0.266371 valid_1's auc: 0.905972 valid_1's binary_logloss: 0.321599
[150] valid_0's auc: 0.940659 valid_0's binary_logloss: 0.266164 valid_1's auc: 0.905894 valid_1's binary_logloss: 0.321786
[151] valid_0's auc: 0.94085 valid_0's binary_logloss: 0.265815 valid_1's auc: 0.905868 valid_1's binary_logloss: 0.321815
Early stopping, best iteration is:
[51] valid_0's auc: 0.920706 valid_0's binary_logloss: 0.301598 valid_1's auc: 0.910294 valid_1's binary_logloss: 0.313402
[1] valid_0's auc: 0.886366 valid_0's binary_logloss: 0.517423 valid_1's auc: 0.892799 valid_1's binary_logloss: 0.508777
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.888759 valid_0's binary_logloss: 0.488556 valid_1's auc: 0.895152 valid_1's binary_logloss: 0.479361
[3] valid_0's auc: 0.892643 valid_0's binary_logloss: 0.465454 valid_1's auc: 0.896898 valid_1's binary_logloss: 0.456014
[4] valid_0's auc: 0.895125 valid_0's binary_logloss: 0.446087 valid_1's auc: 0.898809 valid_1's binary_logloss: 0.436623
[5] valid_0's auc: 0.896757 valid_0's binary_logloss: 0.429967 valid_1's auc: 0.900346 valid_1's binary_logloss: 0.420554
[6] valid_0's auc: 0.897595 valid_0's binary_logloss: 0.416415 valid_1's auc: 0.90118 valid_1's binary_logloss: 0.406888
[7] valid_0's auc: 0.898389 valid_0's binary_logloss: 0.404783 valid_1's auc: 0.902115 valid_1's binary_logloss: 0.395137
[8] valid_0's auc: 0.899254 valid_0's binary_logloss: 0.39474 valid_1's auc: 0.90328 valid_1's binary_logloss: 0.384959
[9] valid_0's auc: 0.900112 valid_0's binary_logloss: 0.386002 valid_1's auc: 0.903808 valid_1's binary_logloss: 0.376579
[10] valid_0's auc: 0.900897 valid_0's binary_logloss: 0.378409 valid_1's auc: 0.903466 valid_1's binary_logloss: 0.36976
[11] valid_0's auc: 0.901567 valid_0's binary_logloss: 0.371769 valid_1's auc: 0.903577 valid_1's binary_logloss: 0.363767
[12] valid_0's auc: 0.90237 valid_0's binary_logloss: 0.365834 valid_1's auc: 0.903726 valid_1's binary_logloss: 0.358346
[13] valid_0's auc: 0.903362 valid_0's binary_logloss: 0.360672 valid_1's auc: 0.90434 valid_1's binary_logloss: 0.353454
[14] valid_0's auc: 0.904131 valid_0's binary_logloss: 0.355963 valid_1's auc: 0.904464 valid_1's binary_logloss: 0.349327
[15] valid_0's auc: 0.904883 valid_0's binary_logloss: 0.351582 valid_1's auc: 0.904861 valid_1's binary_logloss: 0.345397
[16] valid_0's auc: 0.905702 valid_0's binary_logloss: 0.34777 valid_1's auc: 0.905292 valid_1's binary_logloss: 0.342089
[17] valid_0's auc: 0.906274 valid_0's binary_logloss: 0.34436 valid_1's auc: 0.905994 valid_1's binary_logloss: 0.339027
[18] valid_0's auc: 0.906857 valid_0's binary_logloss: 0.341298 valid_1's auc: 0.906403 valid_1's binary_logloss: 0.336268
[19] valid_0's auc: 0.907659 valid_0's binary_logloss: 0.338307 valid_1's auc: 0.906461 valid_1's binary_logloss: 0.334276
[20] valid_0's auc: 0.908416 valid_0's binary_logloss: 0.33563 valid_1's auc: 0.906586 valid_1's binary_logloss: 0.332392
[21] valid_0's auc: 0.909067 valid_0's binary_logloss: 0.33313 valid_1's auc: 0.906681 valid_1's binary_logloss: 0.330627
[22] valid_0's auc: 0.909696 valid_0's binary_logloss: 0.330901 valid_1's auc: 0.906783 valid_1's binary_logloss: 0.329174
[23] valid_0's auc: 0.910208 valid_0's binary_logloss: 0.328885 valid_1's auc: 0.906922 valid_1's binary_logloss: 0.327663
[24] valid_0's auc: 0.910854 valid_0's binary_logloss: 0.326932 valid_1's auc: 0.906875 valid_1's binary_logloss: 0.326583
[25] valid_0's auc: 0.911462 valid_0's binary_logloss: 0.325177 valid_1's auc: 0.907073 valid_1's binary_logloss: 0.325404
[26] valid_0's auc: 0.911941 valid_0's binary_logloss: 0.323554 valid_1's auc: 0.907173 valid_1's binary_logloss: 0.324396
[27] valid_0's auc: 0.912441 valid_0's binary_logloss: 0.322019 valid_1's auc: 0.907483 valid_1's binary_logloss: 0.32328
[28] valid_0's auc: 0.912892 valid_0's binary_logloss: 0.320592 valid_1's auc: 0.907588 valid_1's binary_logloss: 0.32251
[29] valid_0's auc: 0.913249 valid_0's binary_logloss: 0.319368 valid_1's auc: 0.907691 valid_1's binary_logloss: 0.321745
[30] valid_0's auc: 0.913691 valid_0's binary_logloss: 0.318139 valid_1's auc: 0.907786 valid_1's binary_logloss: 0.321144
[31] valid_0's auc: 0.914103 valid_0's binary_logloss: 0.317021 valid_1's auc: 0.907843 valid_1's binary_logloss: 0.320645
[32] valid_0's auc: 0.914525 valid_0's binary_logloss: 0.315901 valid_1's auc: 0.907936 valid_1's binary_logloss: 0.320157
[33] valid_0's auc: 0.91497 valid_0's binary_logloss: 0.314792 valid_1's auc: 0.907948 valid_1's binary_logloss: 0.31978
[34] valid_0's auc: 0.915343 valid_0's binary_logloss: 0.313791 valid_1's auc: 0.907981 valid_1's binary_logloss: 0.319378
[35] valid_0's auc: 0.915854 valid_0's binary_logloss: 0.312648 valid_1's auc: 0.908065 valid_1's binary_logloss: 0.318974
[36] valid_0's auc: 0.916195 valid_0's binary_logloss: 0.311759 valid_1's auc: 0.90807 valid_1's binary_logloss: 0.318688
[37] valid_0's auc: 0.916517 valid_0's binary_logloss: 0.310935 valid_1's auc: 0.908101 valid_1's binary_logloss: 0.318433
[38] valid_0's auc: 0.916955 valid_0's binary_logloss: 0.310028 valid_1's auc: 0.908056 valid_1's binary_logloss: 0.318329
[39] valid_0's auc: 0.91725 valid_0's binary_logloss: 0.309359 valid_1's auc: 0.908126 valid_1's binary_logloss: 0.318062
[40] valid_0's auc: 0.917563 valid_0's binary_logloss: 0.308638 valid_1's auc: 0.908172 valid_1's binary_logloss: 0.317796
[41] valid_0's auc: 0.917898 valid_0's binary_logloss: 0.307912 valid_1's auc: 0.908084 valid_1's binary_logloss: 0.31778
[42] valid_0's auc: 0.918183 valid_0's binary_logloss: 0.307214 valid_1's auc: 0.908204 valid_1's binary_logloss: 0.31746
[43] valid_0's auc: 0.91853 valid_0's binary_logloss: 0.306483 valid_1's auc: 0.908167 valid_1's binary_logloss: 0.317323
[44] valid_0's auc: 0.918753 valid_0's binary_logloss: 0.30599 valid_1's auc: 0.908168 valid_1's binary_logloss: 0.31725
[45] valid_0's auc: 0.919127 valid_0's binary_logloss: 0.305242 valid_1's auc: 0.908236 valid_1's binary_logloss: 0.31705
[46] valid_0's auc: 0.919499 valid_0's binary_logloss: 0.304477 valid_1's auc: 0.90824 valid_1's binary_logloss: 0.316967
[47] valid_0's auc: 0.919805 valid_0's binary_logloss: 0.30392 valid_1's auc: 0.908285 valid_1's binary_logloss: 0.316871
[48] valid_0's auc: 0.920216 valid_0's binary_logloss: 0.303115 valid_1's auc: 0.908303 valid_1's binary_logloss: 0.316766
[49] valid_0's auc: 0.920547 valid_0's binary_logloss: 0.302456 valid_1's auc: 0.908347 valid_1's binary_logloss: 0.316621
[50] valid_0's auc: 0.920997 valid_0's binary_logloss: 0.301643 valid_1's auc: 0.908315 valid_1's binary_logloss: 0.316526
[51] valid_0's auc: 0.921225 valid_0's binary_logloss: 0.301202 valid_1's auc: 0.908194 valid_1's binary_logloss: 0.316648
[52] valid_0's auc: 0.921509 valid_0's binary_logloss: 0.300592 valid_1's auc: 0.90807 valid_1's binary_logloss: 0.31681
[53] valid_0's auc: 0.921739 valid_0's binary_logloss: 0.300107 valid_1's auc: 0.907957 valid_1's binary_logloss: 0.316874
[54] valid_0's auc: 0.922008 valid_0's binary_logloss: 0.29959 valid_1's auc: 0.907976 valid_1's binary_logloss: 0.316796
[55] valid_0's auc: 0.922297 valid_0's binary_logloss: 0.299045 valid_1's auc: 0.907953 valid_1's binary_logloss: 0.3168
[56] valid_0's auc: 0.92252 valid_0's binary_logloss: 0.298633 valid_1's auc: 0.907853 valid_1's binary_logloss: 0.31694
[57] valid_0's auc: 0.922752 valid_0's binary_logloss: 0.298204 valid_1's auc: 0.907623 valid_1's binary_logloss: 0.317225
[58] valid_0's auc: 0.922979 valid_0's binary_logloss: 0.297733 valid_1's auc: 0.907734 valid_1's binary_logloss: 0.317057
[59] valid_0's auc: 0.923122 valid_0's binary_logloss: 0.297462 valid_1's auc: 0.90771 valid_1's binary_logloss: 0.317103
[60] valid_0's auc: 0.923342 valid_0's binary_logloss: 0.297069 valid_1's auc: 0.907652 valid_1's binary_logloss: 0.317152
[61] valid_0's auc: 0.923574 valid_0's binary_logloss: 0.296649 valid_1's auc: 0.907696 valid_1's binary_logloss: 0.31704
[62] valid_0's auc: 0.923958 valid_0's binary_logloss: 0.296068 valid_1's auc: 0.907619 valid_1's binary_logloss: 0.317148
[63] valid_0's auc: 0.924116 valid_0's binary_logloss: 0.295744 valid_1's auc: 0.907641 valid_1's binary_logloss: 0.317086
[64] valid_0's auc: 0.924297 valid_0's binary_logloss: 0.29538 valid_1's auc: 0.907596 valid_1's binary_logloss: 0.317207
[65] valid_0's auc: 0.924734 valid_0's binary_logloss: 0.294622 valid_1's auc: 0.907576 valid_1's binary_logloss: 0.317288
[66] valid_0's auc: 0.925002 valid_0's binary_logloss: 0.294135 valid_1's auc: 0.907608 valid_1's binary_logloss: 0.317294
[67] valid_0's auc: 0.925092 valid_0's binary_logloss: 0.293939 valid_1's auc: 0.907537 valid_1's binary_logloss: 0.317429
[68] valid_0's auc: 0.925416 valid_0's binary_logloss: 0.2934 valid_1's auc: 0.907464 valid_1's binary_logloss: 0.317472
[69] valid_0's auc: 0.925541 valid_0's binary_logloss: 0.293154 valid_1's auc: 0.907415 valid_1's binary_logloss: 0.317534
[70] valid_0's auc: 0.925768 valid_0's binary_logloss: 0.292749 valid_1's auc: 0.907396 valid_1's binary_logloss: 0.317547
[71] valid_0's auc: 0.926107 valid_0's binary_logloss: 0.292137 valid_1's auc: 0.907567 valid_1's binary_logloss: 0.31729
[72] valid_0's auc: 0.92625 valid_0's binary_logloss: 0.291864 valid_1's auc: 0.90759 valid_1's binary_logloss: 0.317276
[73] valid_0's auc: 0.926569 valid_0's binary_logloss: 0.291314 valid_1's auc: 0.907559 valid_1's binary_logloss: 0.317353
[74] valid_0's auc: 0.926792 valid_0's binary_logloss: 0.290926 valid_1's auc: 0.907439 valid_1's binary_logloss: 0.317581
[75] valid_0's auc: 0.927024 valid_0's binary_logloss: 0.290456 valid_1's auc: 0.907369 valid_1's binary_logloss: 0.317735
[76] valid_0's auc: 0.927335 valid_0's binary_logloss: 0.289885 valid_1's auc: 0.9073 valid_1's binary_logloss: 0.317856
[77] valid_0's auc: 0.927694 valid_0's binary_logloss: 0.289303 valid_1's auc: 0.907282 valid_1's binary_logloss: 0.317909
[78] valid_0's auc: 0.927793 valid_0's binary_logloss: 0.289109 valid_1's auc: 0.907301 valid_1's binary_logloss: 0.317898
[79] valid_0's auc: 0.927935 valid_0's binary_logloss: 0.288796 valid_1's auc: 0.907202 valid_1's binary_logloss: 0.318065
[80] valid_0's auc: 0.928178 valid_0's binary_logloss: 0.288342 valid_1's auc: 0.90704 valid_1's binary_logloss: 0.318338
[81] valid_0's auc: 0.928345 valid_0's binary_logloss: 0.288069 valid_1's auc: 0.906983 valid_1's binary_logloss: 0.31846
[82] valid_0's auc: 0.928521 valid_0's binary_logloss: 0.287765 valid_1's auc: 0.906943 valid_1's binary_logloss: 0.318496
[83] valid_0's auc: 0.92863 valid_0's binary_logloss: 0.287568 valid_1's auc: 0.906936 valid_1's binary_logloss: 0.318539
[84] valid_0's auc: 0.928904 valid_0's binary_logloss: 0.287083 valid_1's auc: 0.906931 valid_1's binary_logloss: 0.318601
[85] valid_0's auc: 0.929163 valid_0's binary_logloss: 0.286607 valid_1's auc: 0.90688 valid_1's binary_logloss: 0.318667
[86] valid_0's auc: 0.92939 valid_0's binary_logloss: 0.286236 valid_1's auc: 0.906897 valid_1's binary_logloss: 0.318704
[87] valid_0's auc: 0.92963 valid_0's binary_logloss: 0.285798 valid_1's auc: 0.906864 valid_1's binary_logloss: 0.318823
[88] valid_0's auc: 0.929929 valid_0's binary_logloss: 0.285278 valid_1's auc: 0.906767 valid_1's binary_logloss: 0.318992
[89] valid_0's auc: 0.930176 valid_0's binary_logloss: 0.284858 valid_1's auc: 0.906714 valid_1's binary_logloss: 0.319028
[90] valid_0's auc: 0.93037 valid_0's binary_logloss: 0.284508 valid_1's auc: 0.906634 valid_1's binary_logloss: 0.319154
[91] valid_0's auc: 0.930645 valid_0's binary_logloss: 0.284006 valid_1's auc: 0.906702 valid_1's binary_logloss: 0.319049
[92] valid_0's auc: 0.930797 valid_0's binary_logloss: 0.283757 valid_1's auc: 0.906653 valid_1's binary_logloss: 0.319186
[93] valid_0's auc: 0.931018 valid_0's binary_logloss: 0.283359 valid_1's auc: 0.906679 valid_1's binary_logloss: 0.319162
[94] valid_0's auc: 0.931199 valid_0's binary_logloss: 0.283027 valid_1's auc: 0.906634 valid_1's binary_logloss: 0.319256
[95] valid_0's auc: 0.9314 valid_0's binary_logloss: 0.282685 valid_1's auc: 0.906576 valid_1's binary_logloss: 0.319366
[96] valid_0's auc: 0.931613 valid_0's binary_logloss: 0.282289 valid_1's auc: 0.906409 valid_1's binary_logloss: 0.319682
[97] valid_0's auc: 0.931727 valid_0's binary_logloss: 0.282092 valid_1's auc: 0.906365 valid_1's binary_logloss: 0.319761
[98] valid_0's auc: 0.93194 valid_0's binary_logloss: 0.28168 valid_1's auc: 0.906287 valid_1's binary_logloss: 0.319938
[99] valid_0's auc: 0.932213 valid_0's binary_logloss: 0.281208 valid_1's auc: 0.906245 valid_1's binary_logloss: 0.320031
[100] valid_0's auc: 0.932323 valid_0's binary_logloss: 0.281015 valid_1's auc: 0.906269 valid_1's binary_logloss: 0.320026
[101] valid_0's auc: 0.932581 valid_0's binary_logloss: 0.280575 valid_1's auc: 0.906104 valid_1's binary_logloss: 0.320294
[102] valid_0's auc: 0.932664 valid_0's binary_logloss: 0.280422 valid_1's auc: 0.906023 valid_1's binary_logloss: 0.320473
[103] valid_0's auc: 0.932929 valid_0's binary_logloss: 0.279973 valid_1's auc: 0.905977 valid_1's binary_logloss: 0.32058
[104] valid_0's auc: 0.933123 valid_0's binary_logloss: 0.279623 valid_1's auc: 0.905918 valid_1's binary_logloss: 0.320704
[105] valid_0's auc: 0.933345 valid_0's binary_logloss: 0.279226 valid_1's auc: 0.905898 valid_1's binary_logloss: 0.320753
[106] valid_0's auc: 0.933618 valid_0's binary_logloss: 0.278748 valid_1's auc: 0.905835 valid_1's binary_logloss: 0.320856
[107] valid_0's auc: 0.93373 valid_0's binary_logloss: 0.278553 valid_1's auc: 0.905786 valid_1's binary_logloss: 0.32095
[108] valid_0's auc: 0.933922 valid_0's binary_logloss: 0.278212 valid_1's auc: 0.905738 valid_1's binary_logloss: 0.321101
[109] valid_0's auc: 0.933991 valid_0's binary_logloss: 0.278067 valid_1's auc: 0.905709 valid_1's binary_logloss: 0.321143
[110] valid_0's auc: 0.934211 valid_0's binary_logloss: 0.277688 valid_1's auc: 0.905607 valid_1's binary_logloss: 0.321332
[111] valid_0's auc: 0.934319 valid_0's binary_logloss: 0.277473 valid_1's auc: 0.905618 valid_1's binary_logloss: 0.321341
[112] valid_0's auc: 0.934538 valid_0's binary_logloss: 0.277104 valid_1's auc: 0.905607 valid_1's binary_logloss: 0.321335
[113] valid_0's auc: 0.934718 valid_0's binary_logloss: 0.276752 valid_1's auc: 0.905715 valid_1's binary_logloss: 0.321205
[114] valid_0's auc: 0.934842 valid_0's binary_logloss: 0.276546 valid_1's auc: 0.905714 valid_1's binary_logloss: 0.321206
[115] valid_0's auc: 0.934939 valid_0's binary_logloss: 0.276374 valid_1's auc: 0.905647 valid_1's binary_logloss: 0.321307
[116] valid_0's auc: 0.935168 valid_0's binary_logloss: 0.275968 valid_1's auc: 0.905654 valid_1's binary_logloss: 0.321319
[117] valid_0's auc: 0.935365 valid_0's binary_logloss: 0.275633 valid_1's auc: 0.905604 valid_1's binary_logloss: 0.321419
[118] valid_0's auc: 0.935622 valid_0's binary_logloss: 0.275214 valid_1's auc: 0.905644 valid_1's binary_logloss: 0.32143
[119] valid_0's auc: 0.935816 valid_0's binary_logloss: 0.274892 valid_1's auc: 0.905555 valid_1's binary_logloss: 0.321599
[120] valid_0's auc: 0.936017 valid_0's binary_logloss: 0.27454 valid_1's auc: 0.905492 valid_1's binary_logloss: 0.321746
[121] valid_0's auc: 0.936221 valid_0's binary_logloss: 0.27418 valid_1's auc: 0.905472 valid_1's binary_logloss: 0.321836
[122] valid_0's auc: 0.936414 valid_0's binary_logloss: 0.273839 valid_1's auc: 0.905487 valid_1's binary_logloss: 0.321873
[123] valid_0's auc: 0.936592 valid_0's binary_logloss: 0.273526 valid_1's auc: 0.90555 valid_1's binary_logloss: 0.321754
[124] valid_0's auc: 0.936783 valid_0's binary_logloss: 0.273151 valid_1's auc: 0.905504 valid_1's binary_logloss: 0.321932
[125] valid_0's auc: 0.937001 valid_0's binary_logloss: 0.272769 valid_1's auc: 0.905399 valid_1's binary_logloss: 0.322148
[126] valid_0's auc: 0.937181 valid_0's binary_logloss: 0.272461 valid_1's auc: 0.905368 valid_1's binary_logloss: 0.322182
[127] valid_0's auc: 0.937255 valid_0's binary_logloss: 0.272326 valid_1's auc: 0.905317 valid_1's binary_logloss: 0.322276
[128] valid_0's auc: 0.937347 valid_0's binary_logloss: 0.272143 valid_1's auc: 0.905181 valid_1's binary_logloss: 0.322531
[129] valid_0's auc: 0.937562 valid_0's binary_logloss: 0.271738 valid_1's auc: 0.90501 valid_1's binary_logloss: 0.322899
[130] valid_0's auc: 0.937816 valid_0's binary_logloss: 0.271295 valid_1's auc: 0.90503 valid_1's binary_logloss: 0.322912
[131] valid_0's auc: 0.938005 valid_0's binary_logloss: 0.27095 valid_1's auc: 0.904995 valid_1's binary_logloss: 0.323006
[132] valid_0's auc: 0.938193 valid_0's binary_logloss: 0.270604 valid_1's auc: 0.904878 valid_1's binary_logloss: 0.323233
[133] valid_0's auc: 0.938399 valid_0's binary_logloss: 0.270237 valid_1's auc: 0.904824 valid_1's binary_logloss: 0.323395
[134] valid_0's auc: 0.938547 valid_0's binary_logloss: 0.269957 valid_1's auc: 0.904761 valid_1's binary_logloss: 0.323515
[135] valid_0's auc: 0.938752 valid_0's binary_logloss: 0.269578 valid_1's auc: 0.904766 valid_1's binary_logloss: 0.323557
[136] valid_0's auc: 0.93897 valid_0's binary_logloss: 0.26919 valid_1's auc: 0.904837 valid_1's binary_logloss: 0.323527
[137] valid_0's auc: 0.939156 valid_0's binary_logloss: 0.26889 valid_1's auc: 0.904658 valid_1's binary_logloss: 0.323821
[138] valid_0's auc: 0.939319 valid_0's binary_logloss: 0.268631 valid_1's auc: 0.904651 valid_1's binary_logloss: 0.323812
[139] valid_0's auc: 0.939391 valid_0's binary_logloss: 0.26849 valid_1's auc: 0.904626 valid_1's binary_logloss: 0.323872
[140] valid_0's auc: 0.939569 valid_0's binary_logloss: 0.268168 valid_1's auc: 0.904566 valid_1's binary_logloss: 0.324057
[141] valid_0's auc: 0.939699 valid_0's binary_logloss: 0.267926 valid_1's auc: 0.904499 valid_1's binary_logloss: 0.324206
[142] valid_0's auc: 0.939832 valid_0's binary_logloss: 0.267691 valid_1's auc: 0.904503 valid_1's binary_logloss: 0.324252
[143] valid_0's auc: 0.939924 valid_0's binary_logloss: 0.267531 valid_1's auc: 0.904464 valid_1's binary_logloss: 0.324357
[144] valid_0's auc: 0.940063 valid_0's binary_logloss: 0.267275 valid_1's auc: 0.904379 valid_1's binary_logloss: 0.324532
[145] valid_0's auc: 0.940192 valid_0's binary_logloss: 0.267036 valid_1's auc: 0.904377 valid_1's binary_logloss: 0.324658
[146] valid_0's auc: 0.940267 valid_0's binary_logloss: 0.266867 valid_1's auc: 0.904366 valid_1's binary_logloss: 0.324713
[147] valid_0's auc: 0.940447 valid_0's binary_logloss: 0.26657 valid_1's auc: 0.904312 valid_1's binary_logloss: 0.324756
[148] valid_0's auc: 0.940676 valid_0's binary_logloss: 0.266153 valid_1's auc: 0.904287 valid_1's binary_logloss: 0.324812
[149] valid_0's auc: 0.940703 valid_0's binary_logloss: 0.266099 valid_1's auc: 0.904324 valid_1's binary_logloss: 0.324771
Early stopping, best iteration is:
[49] valid_0's auc: 0.920547 valid_0's binary_logloss: 0.302456 valid_1's auc: 0.908347 valid_1's binary_logloss: 0.316621
[1] valid_0's auc: 0.886805 valid_0's binary_logloss: 0.517289 valid_1's auc: 0.891684 valid_1's binary_logloss: 0.508653
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.889668 valid_0's binary_logloss: 0.488712 valid_1's auc: 0.894918 valid_1's binary_logloss: 0.47927
[3] valid_0's auc: 0.89361 valid_0's binary_logloss: 0.465687 valid_1's auc: 0.898734 valid_1's binary_logloss: 0.45601
[4] valid_0's auc: 0.895553 valid_0's binary_logloss: 0.446468 valid_1's auc: 0.90079 valid_1's binary_logloss: 0.436566
[5] valid_0's auc: 0.896401 valid_0's binary_logloss: 0.430672 valid_1's auc: 0.901623 valid_1's binary_logloss: 0.420454
[6] valid_0's auc: 0.896545 valid_0's binary_logloss: 0.41736 valid_1's auc: 0.901267 valid_1's binary_logloss: 0.406977
[7] valid_0's auc: 0.897461 valid_0's binary_logloss: 0.405844 valid_1's auc: 0.902131 valid_1's binary_logloss: 0.395407
[8] valid_0's auc: 0.898327 valid_0's binary_logloss: 0.395865 valid_1's auc: 0.903339 valid_1's binary_logloss: 0.385204
[9] valid_0's auc: 0.899571 valid_0's binary_logloss: 0.387058 valid_1's auc: 0.904324 valid_1's binary_logloss: 0.376461
[10] valid_0's auc: 0.900155 valid_0's binary_logloss: 0.379443 valid_1's auc: 0.905151 valid_1's binary_logloss: 0.368739
[11] valid_0's auc: 0.90124 valid_0's binary_logloss: 0.372634 valid_1's auc: 0.905003 valid_1's binary_logloss: 0.362691
[12] valid_0's auc: 0.902435 valid_0's binary_logloss: 0.366582 valid_1's auc: 0.905656 valid_1's binary_logloss: 0.357008
[13] valid_0's auc: 0.903009 valid_0's binary_logloss: 0.36138 valid_1's auc: 0.906027 valid_1's binary_logloss: 0.35201
[14] valid_0's auc: 0.903743 valid_0's binary_logloss: 0.356547 valid_1's auc: 0.906627 valid_1's binary_logloss: 0.347441
[15] valid_0's auc: 0.904526 valid_0's binary_logloss: 0.352314 valid_1's auc: 0.906997 valid_1's binary_logloss: 0.343724
[16] valid_0's auc: 0.905211 valid_0's binary_logloss: 0.348457 valid_1's auc: 0.907363 valid_1's binary_logloss: 0.340323
[17] valid_0's auc: 0.905837 valid_0's binary_logloss: 0.344964 valid_1's auc: 0.907743 valid_1's binary_logloss: 0.337358
[18] valid_0's auc: 0.906699 valid_0's binary_logloss: 0.34162 valid_1's auc: 0.90828 valid_1's binary_logloss: 0.33451
[19] valid_0's auc: 0.907319 valid_0's binary_logloss: 0.33892 valid_1's auc: 0.908375 valid_1's binary_logloss: 0.332382
[20] valid_0's auc: 0.907772 valid_0's binary_logloss: 0.336469 valid_1's auc: 0.90829 valid_1's binary_logloss: 0.330595
[21] valid_0's auc: 0.908302 valid_0's binary_logloss: 0.334073 valid_1's auc: 0.908412 valid_1's binary_logloss: 0.328761
[22] valid_0's auc: 0.908909 valid_0's binary_logloss: 0.33193 valid_1's auc: 0.908716 valid_1's binary_logloss: 0.327031
[23] valid_0's auc: 0.909525 valid_0's binary_logloss: 0.329835 valid_1's auc: 0.908735 valid_1's binary_logloss: 0.325659
[24] valid_0's auc: 0.909988 valid_0's binary_logloss: 0.328053 valid_1's auc: 0.908814 valid_1's binary_logloss: 0.324339
[25] valid_0's auc: 0.910568 valid_0's binary_logloss: 0.326245 valid_1's auc: 0.908941 valid_1's binary_logloss: 0.323256
[26] valid_0's auc: 0.911152 valid_0's binary_logloss: 0.324506 valid_1's auc: 0.908967 valid_1's binary_logloss: 0.322239
[27] valid_0's auc: 0.911634 valid_0's binary_logloss: 0.323011 valid_1's auc: 0.909023 valid_1's binary_logloss: 0.321387
[28] valid_0's auc: 0.91212 valid_0's binary_logloss: 0.321547 valid_1's auc: 0.909042 valid_1's binary_logloss: 0.320603
[29] valid_0's auc: 0.912647 valid_0's binary_logloss: 0.320118 valid_1's auc: 0.909103 valid_1's binary_logloss: 0.319904
[30] valid_0's auc: 0.913062 valid_0's binary_logloss: 0.318877 valid_1's auc: 0.909051 valid_1's binary_logloss: 0.319345
[31] valid_0's auc: 0.913456 valid_0's binary_logloss: 0.317847 valid_1's auc: 0.909274 valid_1's binary_logloss: 0.318633
[32] valid_0's auc: 0.914029 valid_0's binary_logloss: 0.316482 valid_1's auc: 0.909136 valid_1's binary_logloss: 0.318282
[33] valid_0's auc: 0.91448 valid_0's binary_logloss: 0.315316 valid_1's auc: 0.909164 valid_1's binary_logloss: 0.317931
[34] valid_0's auc: 0.914927 valid_0's binary_logloss: 0.314249 valid_1's auc: 0.909118 valid_1's binary_logloss: 0.317609
[35] valid_0's auc: 0.915219 valid_0's binary_logloss: 0.31341 valid_1's auc: 0.909169 valid_1's binary_logloss: 0.317194
[36] valid_0's auc: 0.915565 valid_0's binary_logloss: 0.312507 valid_1's auc: 0.909334 valid_1's binary_logloss: 0.316725
[37] valid_0's auc: 0.916165 valid_0's binary_logloss: 0.311296 valid_1's auc: 0.909385 valid_1's binary_logloss: 0.316466
[38] valid_0's auc: 0.916598 valid_0's binary_logloss: 0.310285 valid_1's auc: 0.909422 valid_1's binary_logloss: 0.316111
[39] valid_0's auc: 0.916942 valid_0's binary_logloss: 0.309505 valid_1's auc: 0.909583 valid_1's binary_logloss: 0.315705
[40] valid_0's auc: 0.917226 valid_0's binary_logloss: 0.308822 valid_1's auc: 0.909632 valid_1's binary_logloss: 0.315446
[41] valid_0's auc: 0.917562 valid_0's binary_logloss: 0.308106 valid_1's auc: 0.909701 valid_1's binary_logloss: 0.315181
[42] valid_0's auc: 0.917993 valid_0's binary_logloss: 0.307252 valid_1's auc: 0.909809 valid_1's binary_logloss: 0.314872
[43] valid_0's auc: 0.918376 valid_0's binary_logloss: 0.306475 valid_1's auc: 0.909849 valid_1's binary_logloss: 0.31473
[44] valid_0's auc: 0.918764 valid_0's binary_logloss: 0.305707 valid_1's auc: 0.909852 valid_1's binary_logloss: 0.314649
[45] valid_0's auc: 0.919084 valid_0's binary_logloss: 0.305032 valid_1's auc: 0.909838 valid_1's binary_logloss: 0.314533
[46] valid_0's auc: 0.919454 valid_0's binary_logloss: 0.304289 valid_1's auc: 0.909845 valid_1's binary_logloss: 0.314408
[47] valid_0's auc: 0.919709 valid_0's binary_logloss: 0.303741 valid_1's auc: 0.909825 valid_1's binary_logloss: 0.314348
[48] valid_0's auc: 0.920064 valid_0's binary_logloss: 0.303076 valid_1's auc: 0.909784 valid_1's binary_logloss: 0.31434
[49] valid_0's auc: 0.920324 valid_0's binary_logloss: 0.302573 valid_1's auc: 0.909675 valid_1's binary_logloss: 0.314424
[50] valid_0's auc: 0.920565 valid_0's binary_logloss: 0.302118 valid_1's auc: 0.909744 valid_1's binary_logloss: 0.31436
[51] valid_0's auc: 0.920821 valid_0's binary_logloss: 0.301553 valid_1's auc: 0.909796 valid_1's binary_logloss: 0.314229
[52] valid_0's auc: 0.921229 valid_0's binary_logloss: 0.300757 valid_1's auc: 0.909723 valid_1's binary_logloss: 0.314282
[53] valid_0's auc: 0.92147 valid_0's binary_logloss: 0.300325 valid_1's auc: 0.9097 valid_1's binary_logloss: 0.314298
[54] valid_0's auc: 0.921783 valid_0's binary_logloss: 0.299757 valid_1's auc: 0.909637 valid_1's binary_logloss: 0.314396
[55] valid_0's auc: 0.921997 valid_0's binary_logloss: 0.299354 valid_1's auc: 0.90959 valid_1's binary_logloss: 0.314403
[56] valid_0's auc: 0.922284 valid_0's binary_logloss: 0.298828 valid_1's auc: 0.909546 valid_1's binary_logloss: 0.314416
[57] valid_0's auc: 0.922493 valid_0's binary_logloss: 0.298425 valid_1's auc: 0.90954 valid_1's binary_logloss: 0.314393
[58] valid_0's auc: 0.922814 valid_0's binary_logloss: 0.297839 valid_1's auc: 0.909397 valid_1's binary_logloss: 0.314582
[59] valid_0's auc: 0.92297 valid_0's binary_logloss: 0.297516 valid_1's auc: 0.909453 valid_1's binary_logloss: 0.314464
[60] valid_0's auc: 0.923253 valid_0's binary_logloss: 0.297021 valid_1's auc: 0.909513 valid_1's binary_logloss: 0.314365
[61] valid_0's auc: 0.923567 valid_0's binary_logloss: 0.296482 valid_1's auc: 0.90945 valid_1's binary_logloss: 0.314422
[62] valid_0's auc: 0.923798 valid_0's binary_logloss: 0.29607 valid_1's auc: 0.909324 valid_1's binary_logloss: 0.314626
[63] valid_0's auc: 0.924095 valid_0's binary_logloss: 0.295523 valid_1's auc: 0.909202 valid_1's binary_logloss: 0.314749
[64] valid_0's auc: 0.924262 valid_0's binary_logloss: 0.295202 valid_1's auc: 0.909154 valid_1's binary_logloss: 0.314768
[65] valid_0's auc: 0.924621 valid_0's binary_logloss: 0.294597 valid_1's auc: 0.909137 valid_1's binary_logloss: 0.314782
[66] valid_0's auc: 0.92487 valid_0's binary_logloss: 0.294201 valid_1's auc: 0.909159 valid_1's binary_logloss: 0.314723
[67] valid_0's auc: 0.925171 valid_0's binary_logloss: 0.29367 valid_1's auc: 0.90909 valid_1's binary_logloss: 0.314803
[68] valid_0's auc: 0.925329 valid_0's binary_logloss: 0.29334 valid_1's auc: 0.909111 valid_1's binary_logloss: 0.314788
[69] valid_0's auc: 0.925561 valid_0's binary_logloss: 0.292967 valid_1's auc: 0.908959 valid_1's binary_logloss: 0.314993
[70] valid_0's auc: 0.925915 valid_0's binary_logloss: 0.292413 valid_1's auc: 0.908912 valid_1's binary_logloss: 0.315123
[71] valid_0's auc: 0.926187 valid_0's binary_logloss: 0.291899 valid_1's auc: 0.908821 valid_1's binary_logloss: 0.315221
[72] valid_0's auc: 0.926386 valid_0's binary_logloss: 0.291555 valid_1's auc: 0.908715 valid_1's binary_logloss: 0.315379
[73] valid_0's auc: 0.926625 valid_0's binary_logloss: 0.29111 valid_1's auc: 0.908759 valid_1's binary_logloss: 0.31534
[74] valid_0's auc: 0.926923 valid_0's binary_logloss: 0.290575 valid_1's auc: 0.908641 valid_1's binary_logloss: 0.315509
[75] valid_0's auc: 0.927152 valid_0's binary_logloss: 0.290133 valid_1's auc: 0.90868 valid_1's binary_logloss: 0.315463
[76] valid_0's auc: 0.927366 valid_0's binary_logloss: 0.289702 valid_1's auc: 0.908675 valid_1's binary_logloss: 0.315508
[77] valid_0's auc: 0.927623 valid_0's binary_logloss: 0.28928 valid_1's auc: 0.908617 valid_1's binary_logloss: 0.315549
[78] valid_0's auc: 0.927797 valid_0's binary_logloss: 0.289 valid_1's auc: 0.908618 valid_1's binary_logloss: 0.315544
[79] valid_0's auc: 0.928085 valid_0's binary_logloss: 0.288511 valid_1's auc: 0.908607 valid_1's binary_logloss: 0.315588
[80] valid_0's auc: 0.928249 valid_0's binary_logloss: 0.288208 valid_1's auc: 0.908626 valid_1's binary_logloss: 0.315548
[81] valid_0's auc: 0.928399 valid_0's binary_logloss: 0.287909 valid_1's auc: 0.908644 valid_1's binary_logloss: 0.315542
[82] valid_0's auc: 0.928507 valid_0's binary_logloss: 0.287706 valid_1's auc: 0.908624 valid_1's binary_logloss: 0.315585
[83] valid_0's auc: 0.928716 valid_0's binary_logloss: 0.287351 valid_1's auc: 0.90857 valid_1's binary_logloss: 0.315685
[84] valid_0's auc: 0.929036 valid_0's binary_logloss: 0.286861 valid_1's auc: 0.90855 valid_1's binary_logloss: 0.315721
[85] valid_0's auc: 0.929299 valid_0's binary_logloss: 0.286392 valid_1's auc: 0.908491 valid_1's binary_logloss: 0.315813
[86] valid_0's auc: 0.929497 valid_0's binary_logloss: 0.285997 valid_1's auc: 0.908397 valid_1's binary_logloss: 0.315984
[87] valid_0's auc: 0.929705 valid_0's binary_logloss: 0.285667 valid_1's auc: 0.908325 valid_1's binary_logloss: 0.316117
[88] valid_0's auc: 0.929786 valid_0's binary_logloss: 0.28553 valid_1's auc: 0.908281 valid_1's binary_logloss: 0.316211
[89] valid_0's auc: 0.930074 valid_0's binary_logloss: 0.285016 valid_1's auc: 0.908194 valid_1's binary_logloss: 0.316383
[90] valid_0's auc: 0.930288 valid_0's binary_logloss: 0.284648 valid_1's auc: 0.908136 valid_1's binary_logloss: 0.316485
[91] valid_0's auc: 0.930518 valid_0's binary_logloss: 0.284228 valid_1's auc: 0.90806 valid_1's binary_logloss: 0.316669
[92] valid_0's auc: 0.930644 valid_0's binary_logloss: 0.283943 valid_1's auc: 0.908043 valid_1's binary_logloss: 0.31673
[93] valid_0's auc: 0.93079 valid_0's binary_logloss: 0.283673 valid_1's auc: 0.907999 valid_1's binary_logloss: 0.316818
[94] valid_0's auc: 0.931066 valid_0's binary_logloss: 0.283178 valid_1's auc: 0.907925 valid_1's binary_logloss: 0.316921
[95] valid_0's auc: 0.931266 valid_0's binary_logloss: 0.282821 valid_1's auc: 0.907825 valid_1's binary_logloss: 0.317081
[96] valid_0's auc: 0.931543 valid_0's binary_logloss: 0.282338 valid_1's auc: 0.907694 valid_1's binary_logloss: 0.31732
[97] valid_0's auc: 0.931684 valid_0's binary_logloss: 0.282078 valid_1's auc: 0.907565 valid_1's binary_logloss: 0.317529
[98] valid_0's auc: 0.931856 valid_0's binary_logloss: 0.281773 valid_1's auc: 0.90749 valid_1's binary_logloss: 0.31763
[99] valid_0's auc: 0.931926 valid_0's binary_logloss: 0.281652 valid_1's auc: 0.907492 valid_1's binary_logloss: 0.317643
[100] valid_0's auc: 0.932047 valid_0's binary_logloss: 0.281416 valid_1's auc: 0.907405 valid_1's binary_logloss: 0.317875
[101] valid_0's auc: 0.932095 valid_0's binary_logloss: 0.281322 valid_1's auc: 0.907373 valid_1's binary_logloss: 0.317957
[102] valid_0's auc: 0.93224 valid_0's binary_logloss: 0.28105 valid_1's auc: 0.907301 valid_1's binary_logloss: 0.318104
[103] valid_0's auc: 0.932457 valid_0's binary_logloss: 0.280702 valid_1's auc: 0.907226 valid_1's binary_logloss: 0.318249
[104] valid_0's auc: 0.932632 valid_0's binary_logloss: 0.280375 valid_1's auc: 0.907382 valid_1's binary_logloss: 0.318057
[105] valid_0's auc: 0.932659 valid_0's binary_logloss: 0.280335 valid_1's auc: 0.907424 valid_1's binary_logloss: 0.318001
[106] valid_0's auc: 0.932907 valid_0's binary_logloss: 0.279915 valid_1's auc: 0.907402 valid_1's binary_logloss: 0.318063
[107] valid_0's auc: 0.933186 valid_0's binary_logloss: 0.279396 valid_1's auc: 0.907387 valid_1's binary_logloss: 0.31812
[108] valid_0's auc: 0.93338 valid_0's binary_logloss: 0.279037 valid_1's auc: 0.907416 valid_1's binary_logloss: 0.318118
[109] valid_0's auc: 0.933538 valid_0's binary_logloss: 0.278752 valid_1's auc: 0.907362 valid_1's binary_logloss: 0.318217
[110] valid_0's auc: 0.933745 valid_0's binary_logloss: 0.278408 valid_1's auc: 0.907306 valid_1's binary_logloss: 0.318341
[111] valid_0's auc: 0.933848 valid_0's binary_logloss: 0.278244 valid_1's auc: 0.907264 valid_1's binary_logloss: 0.318403
[112] valid_0's auc: 0.934061 valid_0's binary_logloss: 0.277899 valid_1's auc: 0.907259 valid_1's binary_logloss: 0.318402
[113] valid_0's auc: 0.934334 valid_0's binary_logloss: 0.277427 valid_1's auc: 0.90729 valid_1's binary_logloss: 0.318329
[114] valid_0's auc: 0.934561 valid_0's binary_logloss: 0.277025 valid_1's auc: 0.907182 valid_1's binary_logloss: 0.318505
[115] valid_0's auc: 0.934807 valid_0's binary_logloss: 0.276653 valid_1's auc: 0.907152 valid_1's binary_logloss: 0.318562
[116] valid_0's auc: 0.935021 valid_0's binary_logloss: 0.276275 valid_1's auc: 0.907195 valid_1's binary_logloss: 0.318503
[117] valid_0's auc: 0.935298 valid_0's binary_logloss: 0.275763 valid_1's auc: 0.907084 valid_1's binary_logloss: 0.318733
[118] valid_0's auc: 0.935471 valid_0's binary_logloss: 0.275463 valid_1's auc: 0.906989 valid_1's binary_logloss: 0.31891
[119] valid_0's auc: 0.935687 valid_0's binary_logloss: 0.275104 valid_1's auc: 0.906945 valid_1's binary_logloss: 0.318984
[120] valid_0's auc: 0.935811 valid_0's binary_logloss: 0.274887 valid_1's auc: 0.906954 valid_1's binary_logloss: 0.318987
[121] valid_0's auc: 0.936057 valid_0's binary_logloss: 0.274466 valid_1's auc: 0.906965 valid_1's binary_logloss: 0.319061
[122] valid_0's auc: 0.936218 valid_0's binary_logloss: 0.274152 valid_1's auc: 0.906932 valid_1's binary_logloss: 0.319154
[123] valid_0's auc: 0.936336 valid_0's binary_logloss: 0.273922 valid_1's auc: 0.906825 valid_1's binary_logloss: 0.31935
[124] valid_0's auc: 0.936478 valid_0's binary_logloss: 0.273668 valid_1's auc: 0.906773 valid_1's binary_logloss: 0.319441
[125] valid_0's auc: 0.936584 valid_0's binary_logloss: 0.273468 valid_1's auc: 0.906646 valid_1's binary_logloss: 0.31965
[126] valid_0's auc: 0.936733 valid_0's binary_logloss: 0.273146 valid_1's auc: 0.906595 valid_1's binary_logloss: 0.319842
[127] valid_0's auc: 0.936795 valid_0's binary_logloss: 0.273018 valid_1's auc: 0.906592 valid_1's binary_logloss: 0.319873
[128] valid_0's auc: 0.936989 valid_0's binary_logloss: 0.272676 valid_1's auc: 0.90655 valid_1's binary_logloss: 0.319945
[129] valid_0's auc: 0.93719 valid_0's binary_logloss: 0.272324 valid_1's auc: 0.906494 valid_1's binary_logloss: 0.320078
[130] valid_0's auc: 0.937342 valid_0's binary_logloss: 0.272038 valid_1's auc: 0.906482 valid_1's binary_logloss: 0.320152
[131] valid_0's auc: 0.937396 valid_0's binary_logloss: 0.271921 valid_1's auc: 0.906469 valid_1's binary_logloss: 0.320218
[132] valid_0's auc: 0.937582 valid_0's binary_logloss: 0.271567 valid_1's auc: 0.906396 valid_1's binary_logloss: 0.320447
[133] valid_0's auc: 0.937708 valid_0's binary_logloss: 0.271324 valid_1's auc: 0.906343 valid_1's binary_logloss: 0.320509
[134] valid_0's auc: 0.937964 valid_0's binary_logloss: 0.270919 valid_1's auc: 0.906259 valid_1's binary_logloss: 0.320665
[135] valid_0's auc: 0.93807 valid_0's binary_logloss: 0.270698 valid_1's auc: 0.906261 valid_1's binary_logloss: 0.320704
[136] valid_0's auc: 0.938239 valid_0's binary_logloss: 0.270389 valid_1's auc: 0.906118 valid_1's binary_logloss: 0.320939
[137] valid_0's auc: 0.93836 valid_0's binary_logloss: 0.270151 valid_1's auc: 0.90616 valid_1's binary_logloss: 0.320925
[138] valid_0's auc: 0.938533 valid_0's binary_logloss: 0.269805 valid_1's auc: 0.906125 valid_1's binary_logloss: 0.321022
[139] valid_0's auc: 0.938694 valid_0's binary_logloss: 0.269489 valid_1's auc: 0.906069 valid_1's binary_logloss: 0.321183
[140] valid_0's auc: 0.93889 valid_0's binary_logloss: 0.269175 valid_1's auc: 0.906024 valid_1's binary_logloss: 0.321248
[141] valid_0's auc: 0.93895 valid_0's binary_logloss: 0.269074 valid_1's auc: 0.906054 valid_1's binary_logloss: 0.321208
[142] valid_0's auc: 0.939043 valid_0's binary_logloss: 0.268887 valid_1's auc: 0.905994 valid_1's binary_logloss: 0.321356
[143] valid_0's auc: 0.939205 valid_0's binary_logloss: 0.26861 valid_1's auc: 0.905927 valid_1's binary_logloss: 0.321486
[144] valid_0's auc: 0.939408 valid_0's binary_logloss: 0.26827 valid_1's auc: 0.905779 valid_1's binary_logloss: 0.321702
Early stopping, best iteration is:
[44] valid_0's auc: 0.918764 valid_0's binary_logloss: 0.305707 valid_1's auc: 0.909852 valid_1's binary_logloss: 0.314649
[1] valid_0's auc: 0.889017 valid_0's binary_logloss: 0.51704 valid_1's auc: 0.893003 valid_1's binary_logloss: 0.508663
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.893965 valid_0's binary_logloss: 0.48775 valid_1's auc: 0.898564 valid_1's binary_logloss: 0.47888
[3] valid_0's auc: 0.895655 valid_0's binary_logloss: 0.464581 valid_1's auc: 0.900964 valid_1's binary_logloss: 0.455298
[4] valid_0's auc: 0.897539 valid_0's binary_logloss: 0.445277 valid_1's auc: 0.902035 valid_1's binary_logloss: 0.435832
[5] valid_0's auc: 0.898387 valid_0's binary_logloss: 0.429396 valid_1's auc: 0.902551 valid_1's binary_logloss: 0.419909
[6] valid_0's auc: 0.899784 valid_0's binary_logloss: 0.415601 valid_1's auc: 0.903665 valid_1's binary_logloss: 0.405988
[7] valid_0's auc: 0.900831 valid_0's binary_logloss: 0.403734 valid_1's auc: 0.904525 valid_1's binary_logloss: 0.394007
[8] valid_0's auc: 0.902074 valid_0's binary_logloss: 0.393454 valid_1's auc: 0.904554 valid_1's binary_logloss: 0.384534
[9] valid_0's auc: 0.902691 valid_0's binary_logloss: 0.384773 valid_1's auc: 0.904903 valid_1's binary_logloss: 0.376052
[10] valid_0's auc: 0.903406 valid_0's binary_logloss: 0.377125 valid_1's auc: 0.905336 valid_1's binary_logloss: 0.36871
[11] valid_0's auc: 0.904104 valid_0's binary_logloss: 0.370202 valid_1's auc: 0.905376 valid_1's binary_logloss: 0.36243
[12] valid_0's auc: 0.904891 valid_0's binary_logloss: 0.364111 valid_1's auc: 0.905619 valid_1's binary_logloss: 0.356926
[13] valid_0's auc: 0.905957 valid_0's binary_logloss: 0.358664 valid_1's auc: 0.906293 valid_1's binary_logloss: 0.351824
[14] valid_0's auc: 0.906835 valid_0's binary_logloss: 0.35382 valid_1's auc: 0.907068 valid_1's binary_logloss: 0.347514
[15] valid_0's auc: 0.907499 valid_0's binary_logloss: 0.349488 valid_1's auc: 0.907347 valid_1's binary_logloss: 0.34372
[16] valid_0's auc: 0.908278 valid_0's binary_logloss: 0.345434 valid_1's auc: 0.907582 valid_1's binary_logloss: 0.340404
[17] valid_0's auc: 0.908963 valid_0's binary_logloss: 0.341925 valid_1's auc: 0.90786 valid_1's binary_logloss: 0.337467
[18] valid_0's auc: 0.909506 valid_0's binary_logloss: 0.33877 valid_1's auc: 0.908011 valid_1's binary_logloss: 0.334924
[19] valid_0's auc: 0.910325 valid_0's binary_logloss: 0.335693 valid_1's auc: 0.908188 valid_1's binary_logloss: 0.332695
[20] valid_0's auc: 0.910811 valid_0's binary_logloss: 0.333061 valid_1's auc: 0.908235 valid_1's binary_logloss: 0.330738
[21] valid_0's auc: 0.911457 valid_0's binary_logloss: 0.33059 valid_1's auc: 0.908285 valid_1's binary_logloss: 0.329008
[22] valid_0's auc: 0.91208 valid_0's binary_logloss: 0.328273 valid_1's auc: 0.908597 valid_1's binary_logloss: 0.327193
[23] valid_0's auc: 0.912696 valid_0's binary_logloss: 0.326188 valid_1's auc: 0.90879 valid_1's binary_logloss: 0.325776
[24] valid_0's auc: 0.913437 valid_0's binary_logloss: 0.324096 valid_1's auc: 0.909015 valid_1's binary_logloss: 0.324428
[25] valid_0's auc: 0.914099 valid_0's binary_logloss: 0.322178 valid_1's auc: 0.909367 valid_1's binary_logloss: 0.323024
[26] valid_0's auc: 0.914848 valid_0's binary_logloss: 0.320278 valid_1's auc: 0.909443 valid_1's binary_logloss: 0.322028
[27] valid_0's auc: 0.915368 valid_0's binary_logloss: 0.318709 valid_1's auc: 0.909531 valid_1's binary_logloss: 0.321119
[28] valid_0's auc: 0.915901 valid_0's binary_logloss: 0.317124 valid_1's auc: 0.909502 valid_1's binary_logloss: 0.320442
[29] valid_0's auc: 0.916539 valid_0's binary_logloss: 0.315481 valid_1's auc: 0.909427 valid_1's binary_logloss: 0.319912
[30] valid_0's auc: 0.917199 valid_0's binary_logloss: 0.313941 valid_1's auc: 0.909411 valid_1's binary_logloss: 0.319377
[31] valid_0's auc: 0.917762 valid_0's binary_logloss: 0.312489 valid_1's auc: 0.909552 valid_1's binary_logloss: 0.31874
[32] valid_0's auc: 0.918363 valid_0's binary_logloss: 0.311025 valid_1's auc: 0.909419 valid_1's binary_logloss: 0.318411
[33] valid_0's auc: 0.918787 valid_0's binary_logloss: 0.309888 valid_1's auc: 0.909489 valid_1's binary_logloss: 0.317904
[34] valid_0's auc: 0.919222 valid_0's binary_logloss: 0.308721 valid_1's auc: 0.90948 valid_1's binary_logloss: 0.317581
[35] valid_0's auc: 0.919692 valid_0's binary_logloss: 0.307598 valid_1's auc: 0.909479 valid_1's binary_logloss: 0.31723
[36] valid_0's auc: 0.920165 valid_0's binary_logloss: 0.306529 valid_1's auc: 0.909508 valid_1's binary_logloss: 0.316949
[37] valid_0's auc: 0.920518 valid_0's binary_logloss: 0.305578 valid_1's auc: 0.909468 valid_1's binary_logloss: 0.316719
[38] valid_0's auc: 0.920964 valid_0's binary_logloss: 0.304573 valid_1's auc: 0.909618 valid_1's binary_logloss: 0.316259
[39] valid_0's auc: 0.921413 valid_0's binary_logloss: 0.303538 valid_1's auc: 0.90968 valid_1's binary_logloss: 0.31597
[40] valid_0's auc: 0.921827 valid_0's binary_logloss: 0.302604 valid_1's auc: 0.909769 valid_1's binary_logloss: 0.315659
[41] valid_0's auc: 0.922248 valid_0's binary_logloss: 0.301637 valid_1's auc: 0.910064 valid_1's binary_logloss: 0.315096
[42] valid_0's auc: 0.92268 valid_0's binary_logloss: 0.300781 valid_1's auc: 0.910248 valid_1's binary_logloss: 0.314713
[43] valid_0's auc: 0.923159 valid_0's binary_logloss: 0.299782 valid_1's auc: 0.910295 valid_1's binary_logloss: 0.314557
[44] valid_0's auc: 0.923571 valid_0's binary_logloss: 0.298949 valid_1's auc: 0.910375 valid_1's binary_logloss: 0.314362
[45] valid_0's auc: 0.923957 valid_0's binary_logloss: 0.298126 valid_1's auc: 0.910473 valid_1's binary_logloss: 0.314007
[46] valid_0's auc: 0.92435 valid_0's binary_logloss: 0.297349 valid_1's auc: 0.91047 valid_1's binary_logloss: 0.313925
[47] valid_0's auc: 0.924713 valid_0's binary_logloss: 0.296625 valid_1's auc: 0.910288 valid_1's binary_logloss: 0.314068
[48] valid_0's auc: 0.925081 valid_0's binary_logloss: 0.295895 valid_1's auc: 0.910327 valid_1's binary_logloss: 0.313981
[49] valid_0's auc: 0.925486 valid_0's binary_logloss: 0.295234 valid_1's auc: 0.91031 valid_1's binary_logloss: 0.31392
[50] valid_0's auc: 0.925864 valid_0's binary_logloss: 0.294542 valid_1's auc: 0.91023 valid_1's binary_logloss: 0.313957
[51] valid_0's auc: 0.926162 valid_0's binary_logloss: 0.293987 valid_1's auc: 0.910083 valid_1's binary_logloss: 0.314078
[52] valid_0's auc: 0.926656 valid_0's binary_logloss: 0.293165 valid_1's auc: 0.910125 valid_1's binary_logloss: 0.313957
[53] valid_0's auc: 0.92702 valid_0's binary_logloss: 0.292483 valid_1's auc: 0.910159 valid_1's binary_logloss: 0.313865
[54] valid_0's auc: 0.927388 valid_0's binary_logloss: 0.291784 valid_1's auc: 0.910105 valid_1's binary_logloss: 0.313926
[55] valid_0's auc: 0.927743 valid_0's binary_logloss: 0.291075 valid_1's auc: 0.910236 valid_1's binary_logloss: 0.313686
[56] valid_0's auc: 0.928161 valid_0's binary_logloss: 0.29034 valid_1's auc: 0.910356 valid_1's binary_logloss: 0.313502
[57] valid_0's auc: 0.928568 valid_0's binary_logloss: 0.289642 valid_1's auc: 0.910246 valid_1's binary_logloss: 0.313583
[58] valid_0's auc: 0.928869 valid_0's binary_logloss: 0.289132 valid_1's auc: 0.910163 valid_1's binary_logloss: 0.313662
[59] valid_0's auc: 0.929294 valid_0's binary_logloss: 0.288419 valid_1's auc: 0.910043 valid_1's binary_logloss: 0.313812
[60] valid_0's auc: 0.929718 valid_0's binary_logloss: 0.287745 valid_1's auc: 0.910005 valid_1's binary_logloss: 0.313816
[61] valid_0's auc: 0.930139 valid_0's binary_logloss: 0.287021 valid_1's auc: 0.910146 valid_1's binary_logloss: 0.313558
[62] valid_0's auc: 0.930571 valid_0's binary_logloss: 0.28629 valid_1's auc: 0.910101 valid_1's binary_logloss: 0.313647
[63] valid_0's auc: 0.93084 valid_0's binary_logloss: 0.285798 valid_1's auc: 0.910121 valid_1's binary_logloss: 0.313557
[64] valid_0's auc: 0.931204 valid_0's binary_logloss: 0.285154 valid_1's auc: 0.910041 valid_1's binary_logloss: 0.313733
[65] valid_0's auc: 0.931571 valid_0's binary_logloss: 0.284514 valid_1's auc: 0.909906 valid_1's binary_logloss: 0.313987
[66] valid_0's auc: 0.931838 valid_0's binary_logloss: 0.284033 valid_1's auc: 0.909837 valid_1's binary_logloss: 0.314104
[67] valid_0's auc: 0.932112 valid_0's binary_logloss: 0.283505 valid_1's auc: 0.909743 valid_1's binary_logloss: 0.314247
[68] valid_0's auc: 0.932416 valid_0's binary_logloss: 0.282919 valid_1's auc: 0.909736 valid_1's binary_logloss: 0.314236
[69] valid_0's auc: 0.932769 valid_0's binary_logloss: 0.282291 valid_1's auc: 0.909849 valid_1's binary_logloss: 0.314079
[70] valid_0's auc: 0.933092 valid_0's binary_logloss: 0.281764 valid_1's auc: 0.909697 valid_1's binary_logloss: 0.314311
[71] valid_0's auc: 0.933456 valid_0's binary_logloss: 0.281123 valid_1's auc: 0.90969 valid_1's binary_logloss: 0.314301
[72] valid_0's auc: 0.933786 valid_0's binary_logloss: 0.280537 valid_1's auc: 0.909724 valid_1's binary_logloss: 0.314299
[73] valid_0's auc: 0.934014 valid_0's binary_logloss: 0.280053 valid_1's auc: 0.909614 valid_1's binary_logloss: 0.314448
[74] valid_0's auc: 0.934294 valid_0's binary_logloss: 0.279571 valid_1's auc: 0.909529 valid_1's binary_logloss: 0.31456
[75] valid_0's auc: 0.93471 valid_0's binary_logloss: 0.278858 valid_1's auc: 0.909491 valid_1's binary_logloss: 0.314579
[76] valid_0's auc: 0.934963 valid_0's binary_logloss: 0.278416 valid_1's auc: 0.909428 valid_1's binary_logloss: 0.314662
[77] valid_0's auc: 0.935162 valid_0's binary_logloss: 0.278073 valid_1's auc: 0.909187 valid_1's binary_logloss: 0.315032
[78] valid_0's auc: 0.935572 valid_0's binary_logloss: 0.277355 valid_1's auc: 0.909107 valid_1's binary_logloss: 0.315119
[79] valid_0's auc: 0.935833 valid_0's binary_logloss: 0.276878 valid_1's auc: 0.909091 valid_1's binary_logloss: 0.315151
[80] valid_0's auc: 0.936089 valid_0's binary_logloss: 0.276374 valid_1's auc: 0.909104 valid_1's binary_logloss: 0.315185
[81] valid_0's auc: 0.936339 valid_0's binary_logloss: 0.275936 valid_1's auc: 0.909022 valid_1's binary_logloss: 0.315308
[82] valid_0's auc: 0.936495 valid_0's binary_logloss: 0.275682 valid_1's auc: 0.908859 valid_1's binary_logloss: 0.315611
[83] valid_0's auc: 0.936685 valid_0's binary_logloss: 0.275276 valid_1's auc: 0.908765 valid_1's binary_logloss: 0.31579
[84] valid_0's auc: 0.937002 valid_0's binary_logloss: 0.274721 valid_1's auc: 0.908742 valid_1's binary_logloss: 0.315785
[85] valid_0's auc: 0.937259 valid_0's binary_logloss: 0.274285 valid_1's auc: 0.908752 valid_1's binary_logloss: 0.315775
[86] valid_0's auc: 0.937473 valid_0's binary_logloss: 0.273799 valid_1's auc: 0.908738 valid_1's binary_logloss: 0.315823
[87] valid_0's auc: 0.937714 valid_0's binary_logloss: 0.273317 valid_1's auc: 0.908719 valid_1's binary_logloss: 0.31583
[88] valid_0's auc: 0.937893 valid_0's binary_logloss: 0.272969 valid_1's auc: 0.908543 valid_1's binary_logloss: 0.316114
[89] valid_0's auc: 0.938071 valid_0's binary_logloss: 0.272584 valid_1's auc: 0.908586 valid_1's binary_logloss: 0.316094
[90] valid_0's auc: 0.938384 valid_0's binary_logloss: 0.272057 valid_1's auc: 0.908536 valid_1's binary_logloss: 0.316209
[91] valid_0's auc: 0.938713 valid_0's binary_logloss: 0.271461 valid_1's auc: 0.908592 valid_1's binary_logloss: 0.316161
[92] valid_0's auc: 0.938927 valid_0's binary_logloss: 0.270985 valid_1's auc: 0.908525 valid_1's binary_logloss: 0.316219
[93] valid_0's auc: 0.939251 valid_0's binary_logloss: 0.270397 valid_1's auc: 0.908375 valid_1's binary_logloss: 0.316456
[94] valid_0's auc: 0.939444 valid_0's binary_logloss: 0.270047 valid_1's auc: 0.908288 valid_1's binary_logloss: 0.316567
[95] valid_0's auc: 0.93964 valid_0's binary_logloss: 0.269703 valid_1's auc: 0.908333 valid_1's binary_logloss: 0.316515
[96] valid_0's auc: 0.93981 valid_0's binary_logloss: 0.269332 valid_1's auc: 0.908222 valid_1's binary_logloss: 0.316712
[97] valid_0's auc: 0.940066 valid_0's binary_logloss: 0.268872 valid_1's auc: 0.908168 valid_1's binary_logloss: 0.316877
[98] valid_0's auc: 0.940238 valid_0's binary_logloss: 0.268531 valid_1's auc: 0.908051 valid_1's binary_logloss: 0.317097
[99] valid_0's auc: 0.940582 valid_0's binary_logloss: 0.267968 valid_1's auc: 0.907989 valid_1's binary_logloss: 0.317212
[100] valid_0's auc: 0.940784 valid_0's binary_logloss: 0.267537 valid_1's auc: 0.907983 valid_1's binary_logloss: 0.317208
[101] valid_0's auc: 0.940996 valid_0's binary_logloss: 0.26718 valid_1's auc: 0.90791 valid_1's binary_logloss: 0.317335
[102] valid_0's auc: 0.941186 valid_0's binary_logloss: 0.266768 valid_1's auc: 0.907955 valid_1's binary_logloss: 0.317285
[103] valid_0's auc: 0.941446 valid_0's binary_logloss: 0.266308 valid_1's auc: 0.907801 valid_1's binary_logloss: 0.3176
[104] valid_0's auc: 0.941663 valid_0's binary_logloss: 0.265849 valid_1's auc: 0.907797 valid_1's binary_logloss: 0.317633
[105] valid_0's auc: 0.941861 valid_0's binary_logloss: 0.265473 valid_1's auc: 0.907767 valid_1's binary_logloss: 0.317711
[106] valid_0's auc: 0.94219 valid_0's binary_logloss: 0.264897 valid_1's auc: 0.907788 valid_1's binary_logloss: 0.317689
[107] valid_0's auc: 0.942315 valid_0's binary_logloss: 0.264613 valid_1's auc: 0.90775 valid_1's binary_logloss: 0.317765
[108] valid_0's auc: 0.942556 valid_0's binary_logloss: 0.264181 valid_1's auc: 0.907728 valid_1's binary_logloss: 0.317789
[109] valid_0's auc: 0.942729 valid_0's binary_logloss: 0.26389 valid_1's auc: 0.907689 valid_1's binary_logloss: 0.317876
[110] valid_0's auc: 0.942944 valid_0's binary_logloss: 0.263509 valid_1's auc: 0.907737 valid_1's binary_logloss: 0.317831
[111] valid_0's auc: 0.943158 valid_0's binary_logloss: 0.263108 valid_1's auc: 0.907734 valid_1's binary_logloss: 0.317844
[112] valid_0's auc: 0.943453 valid_0's binary_logloss: 0.262613 valid_1's auc: 0.907754 valid_1's binary_logloss: 0.317807
[113] valid_0's auc: 0.943648 valid_0's binary_logloss: 0.262268 valid_1's auc: 0.907776 valid_1's binary_logloss: 0.317779
[114] valid_0's auc: 0.943804 valid_0's binary_logloss: 0.261914 valid_1's auc: 0.907781 valid_1's binary_logloss: 0.317837
[115] valid_0's auc: 0.944071 valid_0's binary_logloss: 0.261404 valid_1's auc: 0.907703 valid_1's binary_logloss: 0.31802
[116] valid_0's auc: 0.944224 valid_0's binary_logloss: 0.261089 valid_1's auc: 0.907623 valid_1's binary_logloss: 0.318207
[117] valid_0's auc: 0.944503 valid_0's binary_logloss: 0.260612 valid_1's auc: 0.90747 valid_1's binary_logloss: 0.318462
[118] valid_0's auc: 0.944698 valid_0's binary_logloss: 0.26025 valid_1's auc: 0.907394 valid_1's binary_logloss: 0.318634
[119] valid_0's auc: 0.944867 valid_0's binary_logloss: 0.259948 valid_1's auc: 0.907315 valid_1's binary_logloss: 0.318809
[120] valid_0's auc: 0.94505 valid_0's binary_logloss: 0.259568 valid_1's auc: 0.907304 valid_1's binary_logloss: 0.318769
[121] valid_0's auc: 0.945347 valid_0's binary_logloss: 0.258982 valid_1's auc: 0.907208 valid_1's binary_logloss: 0.318959
[122] valid_0's auc: 0.945536 valid_0's binary_logloss: 0.258641 valid_1's auc: 0.907201 valid_1's binary_logloss: 0.319004
[123] valid_0's auc: 0.945727 valid_0's binary_logloss: 0.258278 valid_1's auc: 0.907018 valid_1's binary_logloss: 0.319318
[124] valid_0's auc: 0.945946 valid_0's binary_logloss: 0.257886 valid_1's auc: 0.906923 valid_1's binary_logloss: 0.3195
[125] valid_0's auc: 0.946076 valid_0's binary_logloss: 0.257628 valid_1's auc: 0.90691 valid_1's binary_logloss: 0.319492
[126] valid_0's auc: 0.946299 valid_0's binary_logloss: 0.257211 valid_1's auc: 0.906892 valid_1's binary_logloss: 0.319499
[127] valid_0's auc: 0.946494 valid_0's binary_logloss: 0.256828 valid_1's auc: 0.906909 valid_1's binary_logloss: 0.319445
[128] valid_0's auc: 0.946785 valid_0's binary_logloss: 0.256324 valid_1's auc: 0.906988 valid_1's binary_logloss: 0.319338
[129] valid_0's auc: 0.946951 valid_0's binary_logloss: 0.25596 valid_1's auc: 0.906912 valid_1's binary_logloss: 0.319526
[130] valid_0's auc: 0.947072 valid_0's binary_logloss: 0.25569 valid_1's auc: 0.906869 valid_1's binary_logloss: 0.319609
[131] valid_0's auc: 0.94721 valid_0's binary_logloss: 0.255416 valid_1's auc: 0.906816 valid_1's binary_logloss: 0.319682
[132] valid_0's auc: 0.947377 valid_0's binary_logloss: 0.255084 valid_1's auc: 0.906746 valid_1's binary_logloss: 0.319828
[133] valid_0's auc: 0.947613 valid_0's binary_logloss: 0.254648 valid_1's auc: 0.906606 valid_1's binary_logloss: 0.320084
[134] valid_0's auc: 0.947812 valid_0's binary_logloss: 0.254261 valid_1's auc: 0.906662 valid_1's binary_logloss: 0.320032
[135] valid_0's auc: 0.947997 valid_0's binary_logloss: 0.253907 valid_1's auc: 0.906556 valid_1's binary_logloss: 0.320237
[136] valid_0's auc: 0.948131 valid_0's binary_logloss: 0.253582 valid_1's auc: 0.906618 valid_1's binary_logloss: 0.320121
[137] valid_0's auc: 0.948254 valid_0's binary_logloss: 0.25333 valid_1's auc: 0.906604 valid_1's binary_logloss: 0.320167
[138] valid_0's auc: 0.948437 valid_0's binary_logloss: 0.252955 valid_1's auc: 0.906663 valid_1's binary_logloss: 0.320131
[139] valid_0's auc: 0.948623 valid_0's binary_logloss: 0.252624 valid_1's auc: 0.906604 valid_1's binary_logloss: 0.320245
[140] valid_0's auc: 0.948722 valid_0's binary_logloss: 0.252391 valid_1's auc: 0.906519 valid_1's binary_logloss: 0.320346
[141] valid_0's auc: 0.948873 valid_0's binary_logloss: 0.252106 valid_1's auc: 0.90639 valid_1's binary_logloss: 0.320531
[142] valid_0's auc: 0.949089 valid_0's binary_logloss: 0.251688 valid_1's auc: 0.9063 valid_1's binary_logloss: 0.320703
[143] valid_0's auc: 0.949202 valid_0's binary_logloss: 0.251417 valid_1's auc: 0.906234 valid_1's binary_logloss: 0.32093
[144] valid_0's auc: 0.94938 valid_0's binary_logloss: 0.251061 valid_1's auc: 0.906265 valid_1's binary_logloss: 0.320934
[145] valid_0's auc: 0.949575 valid_0's binary_logloss: 0.250724 valid_1's auc: 0.906234 valid_1's binary_logloss: 0.321002
Early stopping, best iteration is:
[45] valid_0's auc: 0.923957 valid_0's binary_logloss: 0.298126 valid_1's auc: 0.910473 valid_1's binary_logloss: 0.314007
[1] valid_0's auc: 0.883716 valid_0's binary_logloss: 0.517437 valid_1's auc: 0.891829 valid_1's binary_logloss: 0.508331
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.890073 valid_0's binary_logloss: 0.488559 valid_1's auc: 0.895643 valid_1's binary_logloss: 0.47903
[3] valid_0's auc: 0.89469 valid_0's binary_logloss: 0.465046 valid_1's auc: 0.899849 valid_1's binary_logloss: 0.455412
[4] valid_0's auc: 0.896069 valid_0's binary_logloss: 0.445806 valid_1's auc: 0.901287 valid_1's binary_logloss: 0.435833
[5] valid_0's auc: 0.897389 valid_0's binary_logloss: 0.429622 valid_1's auc: 0.901269 valid_1's binary_logloss: 0.419878
[6] valid_0's auc: 0.898537 valid_0's binary_logloss: 0.415829 valid_1's auc: 0.90164 valid_1's binary_logloss: 0.406518
[7] valid_0's auc: 0.899913 valid_0's binary_logloss: 0.404082 valid_1's auc: 0.90253 valid_1's binary_logloss: 0.394728
[8] valid_0's auc: 0.90085 valid_0's binary_logloss: 0.394009 valid_1's auc: 0.90316 valid_1's binary_logloss: 0.384967
[9] valid_0's auc: 0.901575 valid_0's binary_logloss: 0.385168 valid_1's auc: 0.904068 valid_1's binary_logloss: 0.376241
[10] valid_0's auc: 0.902151 valid_0's binary_logloss: 0.377494 valid_1's auc: 0.904329 valid_1's binary_logloss: 0.368945
[11] valid_0's auc: 0.903157 valid_0's binary_logloss: 0.370649 valid_1's auc: 0.904521 valid_1's binary_logloss: 0.362422
[12] valid_0's auc: 0.904146 valid_0's binary_logloss: 0.364509 valid_1's auc: 0.904595 valid_1's binary_logloss: 0.357161
[13] valid_0's auc: 0.905147 valid_0's binary_logloss: 0.358996 valid_1's auc: 0.905092 valid_1's binary_logloss: 0.352531
[14] valid_0's auc: 0.905821 valid_0's binary_logloss: 0.354303 valid_1's auc: 0.905235 valid_1's binary_logloss: 0.348331
[15] valid_0's auc: 0.906501 valid_0's binary_logloss: 0.350005 valid_1's auc: 0.9055 valid_1's binary_logloss: 0.344659
[16] valid_0's auc: 0.907197 valid_0's binary_logloss: 0.346171 valid_1's auc: 0.905848 valid_1's binary_logloss: 0.341413
[17] valid_0's auc: 0.907706 valid_0's binary_logloss: 0.342767 valid_1's auc: 0.906119 valid_1's binary_logloss: 0.33838
[18] valid_0's auc: 0.908317 valid_0's binary_logloss: 0.339542 valid_1's auc: 0.906532 valid_1's binary_logloss: 0.335615
[19] valid_0's auc: 0.909294 valid_0's binary_logloss: 0.336599 valid_1's auc: 0.907164 valid_1's binary_logloss: 0.333169
[20] valid_0's auc: 0.90999 valid_0's binary_logloss: 0.333889 valid_1's auc: 0.907187 valid_1's binary_logloss: 0.331401
[21] valid_0's auc: 0.910796 valid_0's binary_logloss: 0.331319 valid_1's auc: 0.907442 valid_1's binary_logloss: 0.329573
[22] valid_0's auc: 0.911382 valid_0's binary_logloss: 0.329005 valid_1's auc: 0.907783 valid_1's binary_logloss: 0.327861
[23] valid_0's auc: 0.912164 valid_0's binary_logloss: 0.326684 valid_1's auc: 0.908088 valid_1's binary_logloss: 0.326044
[24] valid_0's auc: 0.912839 valid_0's binary_logloss: 0.324613 valid_1's auc: 0.908199 valid_1's binary_logloss: 0.32477
[25] valid_0's auc: 0.913549 valid_0's binary_logloss: 0.322611 valid_1's auc: 0.908385 valid_1's binary_logloss: 0.323644
[26] valid_0's auc: 0.914061 valid_0's binary_logloss: 0.320916 valid_1's auc: 0.908538 valid_1's binary_logloss: 0.322746
[27] valid_0's auc: 0.914646 valid_0's binary_logloss: 0.31926 valid_1's auc: 0.908704 valid_1's binary_logloss: 0.321783
[28] valid_0's auc: 0.91518 valid_0's binary_logloss: 0.31762 valid_1's auc: 0.908938 valid_1's binary_logloss: 0.320791
[29] valid_0's auc: 0.915691 valid_0's binary_logloss: 0.316177 valid_1's auc: 0.908731 valid_1's binary_logloss: 0.320349
[30] valid_0's auc: 0.916273 valid_0's binary_logloss: 0.314667 valid_1's auc: 0.908747 valid_1's binary_logloss: 0.319864
[31] valid_0's auc: 0.91676 valid_0's binary_logloss: 0.313286 valid_1's auc: 0.908683 valid_1's binary_logloss: 0.31936
[32] valid_0's auc: 0.917204 valid_0's binary_logloss: 0.312006 valid_1's auc: 0.908864 valid_1's binary_logloss: 0.318635
[33] valid_0's auc: 0.917713 valid_0's binary_logloss: 0.310731 valid_1's auc: 0.908929 valid_1's binary_logloss: 0.318135
[34] valid_0's auc: 0.918131 valid_0's binary_logloss: 0.309675 valid_1's auc: 0.908827 valid_1's binary_logloss: 0.31799
[35] valid_0's auc: 0.918582 valid_0's binary_logloss: 0.308584 valid_1's auc: 0.908977 valid_1's binary_logloss: 0.31743
[36] valid_0's auc: 0.919153 valid_0's binary_logloss: 0.307488 valid_1's auc: 0.909043 valid_1's binary_logloss: 0.317176
[37] valid_0's auc: 0.919574 valid_0's binary_logloss: 0.306567 valid_1's auc: 0.909248 valid_1's binary_logloss: 0.316736
[38] valid_0's auc: 0.920034 valid_0's binary_logloss: 0.305538 valid_1's auc: 0.909281 valid_1's binary_logloss: 0.316445
[39] valid_0's auc: 0.920455 valid_0's binary_logloss: 0.304592 valid_1's auc: 0.909118 valid_1's binary_logloss: 0.316396
[40] valid_0's auc: 0.920838 valid_0's binary_logloss: 0.303703 valid_1's auc: 0.909101 valid_1's binary_logloss: 0.316239
[41] valid_0's auc: 0.921195 valid_0's binary_logloss: 0.302819 valid_1's auc: 0.909016 valid_1's binary_logloss: 0.316214
[42] valid_0's auc: 0.921676 valid_0's binary_logloss: 0.301858 valid_1's auc: 0.908966 valid_1's binary_logloss: 0.316114
[43] valid_0's auc: 0.922118 valid_0's binary_logloss: 0.301017 valid_1's auc: 0.9091 valid_1's binary_logloss: 0.315848
[44] valid_0's auc: 0.922509 valid_0's binary_logloss: 0.300328 valid_1's auc: 0.909201 valid_1's binary_logloss: 0.315603
[45] valid_0's auc: 0.922973 valid_0's binary_logloss: 0.299474 valid_1's auc: 0.909414 valid_1's binary_logloss: 0.315188
[46] valid_0's auc: 0.923431 valid_0's binary_logloss: 0.298601 valid_1's auc: 0.90941 valid_1's binary_logloss: 0.31515
[47] valid_0's auc: 0.923817 valid_0's binary_logloss: 0.297895 valid_1's auc: 0.909426 valid_1's binary_logloss: 0.315022
[48] valid_0's auc: 0.92418 valid_0's binary_logloss: 0.297239 valid_1's auc: 0.90948 valid_1's binary_logloss: 0.31489
[49] valid_0's auc: 0.924611 valid_0's binary_logloss: 0.29649 valid_1's auc: 0.909316 valid_1's binary_logloss: 0.315043
[50] valid_0's auc: 0.924958 valid_0's binary_logloss: 0.295842 valid_1's auc: 0.909349 valid_1's binary_logloss: 0.314937
[51] valid_0's auc: 0.925351 valid_0's binary_logloss: 0.295085 valid_1's auc: 0.90942 valid_1's binary_logloss: 0.314744
[52] valid_0's auc: 0.925636 valid_0's binary_logloss: 0.294599 valid_1's auc: 0.909423 valid_1's binary_logloss: 0.314687
[53] valid_0's auc: 0.926002 valid_0's binary_logloss: 0.293941 valid_1's auc: 0.909309 valid_1's binary_logloss: 0.314829
[54] valid_0's auc: 0.926442 valid_0's binary_logloss: 0.293167 valid_1's auc: 0.909189 valid_1's binary_logloss: 0.314951
[55] valid_0's auc: 0.92683 valid_0's binary_logloss: 0.292467 valid_1's auc: 0.909166 valid_1's binary_logloss: 0.314906
[56] valid_0's auc: 0.927187 valid_0's binary_logloss: 0.291827 valid_1's auc: 0.909139 valid_1's binary_logloss: 0.314933
[57] valid_0's auc: 0.927533 valid_0's binary_logloss: 0.291189 valid_1's auc: 0.90898 valid_1's binary_logloss: 0.315139
[58] valid_0's auc: 0.928016 valid_0's binary_logloss: 0.2904 valid_1's auc: 0.909156 valid_1's binary_logloss: 0.314864
[59] valid_0's auc: 0.928339 valid_0's binary_logloss: 0.289863 valid_1's auc: 0.909087 valid_1's binary_logloss: 0.314928
[60] valid_0's auc: 0.92875 valid_0's binary_logloss: 0.289194 valid_1's auc: 0.909001 valid_1's binary_logloss: 0.315072
[61] valid_0's auc: 0.929205 valid_0's binary_logloss: 0.288403 valid_1's auc: 0.909023 valid_1's binary_logloss: 0.314983
[62] valid_0's auc: 0.929678 valid_0's binary_logloss: 0.287572 valid_1's auc: 0.908998 valid_1's binary_logloss: 0.315016
[63] valid_0's auc: 0.929988 valid_0's binary_logloss: 0.286969 valid_1's auc: 0.909103 valid_1's binary_logloss: 0.314867
[64] valid_0's auc: 0.930369 valid_0's binary_logloss: 0.286292 valid_1's auc: 0.909085 valid_1's binary_logloss: 0.314911
[65] valid_0's auc: 0.930682 valid_0's binary_logloss: 0.285697 valid_1's auc: 0.909126 valid_1's binary_logloss: 0.314869
[66] valid_0's auc: 0.931088 valid_0's binary_logloss: 0.285091 valid_1's auc: 0.909065 valid_1's binary_logloss: 0.31499
[67] valid_0's auc: 0.931411 valid_0's binary_logloss: 0.284547 valid_1's auc: 0.908957 valid_1's binary_logloss: 0.315145
[68] valid_0's auc: 0.931742 valid_0's binary_logloss: 0.283919 valid_1's auc: 0.908886 valid_1's binary_logloss: 0.315191
[69] valid_0's auc: 0.932053 valid_0's binary_logloss: 0.283427 valid_1's auc: 0.908939 valid_1's binary_logloss: 0.31508
[70] valid_0's auc: 0.932375 valid_0's binary_logloss: 0.282863 valid_1's auc: 0.908841 valid_1's binary_logloss: 0.315224
[71] valid_0's auc: 0.932698 valid_0's binary_logloss: 0.2823 valid_1's auc: 0.90882 valid_1's binary_logloss: 0.315262
[72] valid_0's auc: 0.932968 valid_0's binary_logloss: 0.281835 valid_1's auc: 0.908749 valid_1's binary_logloss: 0.315389
[73] valid_0's auc: 0.933232 valid_0's binary_logloss: 0.281372 valid_1's auc: 0.908569 valid_1's binary_logloss: 0.315687
[74] valid_0's auc: 0.933466 valid_0's binary_logloss: 0.280948 valid_1's auc: 0.90843 valid_1's binary_logloss: 0.315869
[75] valid_0's auc: 0.933773 valid_0's binary_logloss: 0.280406 valid_1's auc: 0.908514 valid_1's binary_logloss: 0.3157
[76] valid_0's auc: 0.93402 valid_0's binary_logloss: 0.27993 valid_1's auc: 0.908559 valid_1's binary_logloss: 0.315583
[77] valid_0's auc: 0.934265 valid_0's binary_logloss: 0.27944 valid_1's auc: 0.908501 valid_1's binary_logloss: 0.315647
[78] valid_0's auc: 0.934593 valid_0's binary_logloss: 0.278892 valid_1's auc: 0.908416 valid_1's binary_logloss: 0.315792
[79] valid_0's auc: 0.934893 valid_0's binary_logloss: 0.278289 valid_1's auc: 0.908478 valid_1's binary_logloss: 0.315701
[80] valid_0's auc: 0.93509 valid_0's binary_logloss: 0.277951 valid_1's auc: 0.908439 valid_1's binary_logloss: 0.315758
[81] valid_0's auc: 0.935353 valid_0's binary_logloss: 0.277445 valid_1's auc: 0.908477 valid_1's binary_logloss: 0.315684
[82] valid_0's auc: 0.935608 valid_0's binary_logloss: 0.277016 valid_1's auc: 0.908466 valid_1's binary_logloss: 0.315691
[83] valid_0's auc: 0.935862 valid_0's binary_logloss: 0.276597 valid_1's auc: 0.908297 valid_1's binary_logloss: 0.315919
[84] valid_0's auc: 0.936122 valid_0's binary_logloss: 0.276122 valid_1's auc: 0.908245 valid_1's binary_logloss: 0.315985
[85] valid_0's auc: 0.936368 valid_0's binary_logloss: 0.275658 valid_1's auc: 0.908257 valid_1's binary_logloss: 0.315952
[86] valid_0's auc: 0.936636 valid_0's binary_logloss: 0.275201 valid_1's auc: 0.908186 valid_1's binary_logloss: 0.31603
[87] valid_0's auc: 0.937046 valid_0's binary_logloss: 0.274498 valid_1's auc: 0.908227 valid_1's binary_logloss: 0.316062
[88] valid_0's auc: 0.937257 valid_0's binary_logloss: 0.274099 valid_1's auc: 0.908252 valid_1's binary_logloss: 0.315981
[89] valid_0's auc: 0.93748 valid_0's binary_logloss: 0.273713 valid_1's auc: 0.908212 valid_1's binary_logloss: 0.31602
[90] valid_0's auc: 0.937695 valid_0's binary_logloss: 0.273335 valid_1's auc: 0.908106 valid_1's binary_logloss: 0.316176
[91] valid_0's auc: 0.937945 valid_0's binary_logloss: 0.272886 valid_1's auc: 0.90796 valid_1's binary_logloss: 0.316357
[92] valid_0's auc: 0.938157 valid_0's binary_logloss: 0.272498 valid_1's auc: 0.907956 valid_1's binary_logloss: 0.316372
[93] valid_0's auc: 0.938359 valid_0's binary_logloss: 0.272149 valid_1's auc: 0.907826 valid_1's binary_logloss: 0.316591
[94] valid_0's auc: 0.938587 valid_0's binary_logloss: 0.271683 valid_1's auc: 0.907798 valid_1's binary_logloss: 0.316631
[95] valid_0's auc: 0.938759 valid_0's binary_logloss: 0.271307 valid_1's auc: 0.907771 valid_1's binary_logloss: 0.31669
[96] valid_0's auc: 0.939088 valid_0's binary_logloss: 0.270739 valid_1's auc: 0.90777 valid_1's binary_logloss: 0.316698
[97] valid_0's auc: 0.939308 valid_0's binary_logloss: 0.270289 valid_1's auc: 0.907633 valid_1's binary_logloss: 0.316942
[98] valid_0's auc: 0.939523 valid_0's binary_logloss: 0.269932 valid_1's auc: 0.907534 valid_1's binary_logloss: 0.317123
[99] valid_0's auc: 0.939729 valid_0's binary_logloss: 0.269552 valid_1's auc: 0.907446 valid_1's binary_logloss: 0.317276
[100] valid_0's auc: 0.939923 valid_0's binary_logloss: 0.26918 valid_1's auc: 0.907461 valid_1's binary_logloss: 0.317241
[101] valid_0's auc: 0.94011 valid_0's binary_logloss: 0.26876 valid_1's auc: 0.907318 valid_1's binary_logloss: 0.317514
[102] valid_0's auc: 0.940323 valid_0's binary_logloss: 0.268393 valid_1's auc: 0.907372 valid_1's binary_logloss: 0.317425
[103] valid_0's auc: 0.94052 valid_0's binary_logloss: 0.268022 valid_1's auc: 0.907287 valid_1's binary_logloss: 0.317592
[104] valid_0's auc: 0.940756 valid_0's binary_logloss: 0.267555 valid_1's auc: 0.907159 valid_1's binary_logloss: 0.317818
[105] valid_0's auc: 0.940982 valid_0's binary_logloss: 0.267184 valid_1's auc: 0.907097 valid_1's binary_logloss: 0.317877
[106] valid_0's auc: 0.941179 valid_0's binary_logloss: 0.266827 valid_1's auc: 0.906989 valid_1's binary_logloss: 0.318038
[107] valid_0's auc: 0.941474 valid_0's binary_logloss: 0.266307 valid_1's auc: 0.906898 valid_1's binary_logloss: 0.318199
[108] valid_0's auc: 0.94175 valid_0's binary_logloss: 0.26582 valid_1's auc: 0.906779 valid_1's binary_logloss: 0.318366
[109] valid_0's auc: 0.942117 valid_0's binary_logloss: 0.265207 valid_1's auc: 0.906579 valid_1's binary_logloss: 0.318655
[110] valid_0's auc: 0.942383 valid_0's binary_logloss: 0.264702 valid_1's auc: 0.906493 valid_1's binary_logloss: 0.318811
[111] valid_0's auc: 0.942648 valid_0's binary_logloss: 0.264201 valid_1's auc: 0.906419 valid_1's binary_logloss: 0.318918
[112] valid_0's auc: 0.942792 valid_0's binary_logloss: 0.26391 valid_1's auc: 0.906335 valid_1's binary_logloss: 0.319095
[113] valid_0's auc: 0.942935 valid_0's binary_logloss: 0.263606 valid_1's auc: 0.906287 valid_1's binary_logloss: 0.319201
[114] valid_0's auc: 0.94312 valid_0's binary_logloss: 0.263239 valid_1's auc: 0.906224 valid_1's binary_logloss: 0.319282
[115] valid_0's auc: 0.94333 valid_0's binary_logloss: 0.262866 valid_1's auc: 0.906171 valid_1's binary_logloss: 0.319407
[116] valid_0's auc: 0.943532 valid_0's binary_logloss: 0.26252 valid_1's auc: 0.906085 valid_1's binary_logloss: 0.319512
[117] valid_0's auc: 0.943773 valid_0's binary_logloss: 0.262109 valid_1's auc: 0.905938 valid_1's binary_logloss: 0.319731
[118] valid_0's auc: 0.94406 valid_0's binary_logloss: 0.261512 valid_1's auc: 0.905769 valid_1's binary_logloss: 0.319982
[119] valid_0's auc: 0.944252 valid_0's binary_logloss: 0.26117 valid_1's auc: 0.905578 valid_1's binary_logloss: 0.320289
[120] valid_0's auc: 0.94443 valid_0's binary_logloss: 0.260805 valid_1's auc: 0.905569 valid_1's binary_logloss: 0.320332
[121] valid_0's auc: 0.94462 valid_0's binary_logloss: 0.260436 valid_1's auc: 0.905563 valid_1's binary_logloss: 0.320315
[122] valid_0's auc: 0.944777 valid_0's binary_logloss: 0.26014 valid_1's auc: 0.90555 valid_1's binary_logloss: 0.32036
[123] valid_0's auc: 0.944979 valid_0's binary_logloss: 0.259752 valid_1's auc: 0.905487 valid_1's binary_logloss: 0.320496
[124] valid_0's auc: 0.945153 valid_0's binary_logloss: 0.259404 valid_1's auc: 0.905414 valid_1's binary_logloss: 0.320608
[125] valid_0's auc: 0.945359 valid_0's binary_logloss: 0.258941 valid_1's auc: 0.905357 valid_1's binary_logloss: 0.320733
[126] valid_0's auc: 0.945515 valid_0's binary_logloss: 0.258649 valid_1's auc: 0.905321 valid_1's binary_logloss: 0.320855
[127] valid_0's auc: 0.945652 valid_0's binary_logloss: 0.258366 valid_1's auc: 0.905271 valid_1's binary_logloss: 0.320992
[128] valid_0's auc: 0.945942 valid_0's binary_logloss: 0.257852 valid_1's auc: 0.905257 valid_1's binary_logloss: 0.321043
[129] valid_0's auc: 0.946094 valid_0's binary_logloss: 0.257524 valid_1's auc: 0.905264 valid_1's binary_logloss: 0.321026
[130] valid_0's auc: 0.946302 valid_0's binary_logloss: 0.257141 valid_1's auc: 0.905273 valid_1's binary_logloss: 0.321023
[131] valid_0's auc: 0.946472 valid_0's binary_logloss: 0.256797 valid_1's auc: 0.905221 valid_1's binary_logloss: 0.321181
[132] valid_0's auc: 0.946576 valid_0's binary_logloss: 0.256549 valid_1's auc: 0.905266 valid_1's binary_logloss: 0.321158
[133] valid_0's auc: 0.946675 valid_0's binary_logloss: 0.256344 valid_1's auc: 0.905266 valid_1's binary_logloss: 0.321207
[134] valid_0's auc: 0.946862 valid_0's binary_logloss: 0.255981 valid_1's auc: 0.905167 valid_1's binary_logloss: 0.321417
[135] valid_0's auc: 0.946999 valid_0's binary_logloss: 0.255725 valid_1's auc: 0.90507 valid_1's binary_logloss: 0.321615
[136] valid_0's auc: 0.947152 valid_0's binary_logloss: 0.255429 valid_1's auc: 0.905063 valid_1's binary_logloss: 0.321662
[137] valid_0's auc: 0.947329 valid_0's binary_logloss: 0.255096 valid_1's auc: 0.90497 valid_1's binary_logloss: 0.321794
[138] valid_0's auc: 0.947418 valid_0's binary_logloss: 0.254873 valid_1's auc: 0.904886 valid_1's binary_logloss: 0.321971
[139] valid_0's auc: 0.947593 valid_0's binary_logloss: 0.254562 valid_1's auc: 0.904858 valid_1's binary_logloss: 0.322029
[140] valid_0's auc: 0.947754 valid_0's binary_logloss: 0.254233 valid_1's auc: 0.904843 valid_1's binary_logloss: 0.322119
[141] valid_0's auc: 0.948003 valid_0's binary_logloss: 0.253773 valid_1's auc: 0.904805 valid_1's binary_logloss: 0.322169
[142] valid_0's auc: 0.948131 valid_0's binary_logloss: 0.253474 valid_1's auc: 0.90472 valid_1's binary_logloss: 0.322373
[143] valid_0's auc: 0.948368 valid_0's binary_logloss: 0.253047 valid_1's auc: 0.904639 valid_1's binary_logloss: 0.322552
[144] valid_0's auc: 0.948615 valid_0's binary_logloss: 0.252575 valid_1's auc: 0.904727 valid_1's binary_logloss: 0.322417
[145] valid_0's auc: 0.948801 valid_0's binary_logloss: 0.252229 valid_1's auc: 0.904731 valid_1's binary_logloss: 0.322465
[146] valid_0's auc: 0.948975 valid_0's binary_logloss: 0.251896 valid_1's auc: 0.904737 valid_1's binary_logloss: 0.322505
[147] valid_0's auc: 0.949207 valid_0's binary_logloss: 0.251457 valid_1's auc: 0.904691 valid_1's binary_logloss: 0.322608
[148] valid_0's auc: 0.949423 valid_0's binary_logloss: 0.251035 valid_1's auc: 0.904708 valid_1's binary_logloss: 0.322606
Early stopping, best iteration is:
[48] valid_0's auc: 0.92418 valid_0's binary_logloss: 0.297239 valid_1's auc: 0.90948 valid_1's binary_logloss: 0.31489
[1] valid_0's auc: 0.889031 valid_0's binary_logloss: 0.516579 valid_1's auc: 0.896723 valid_1's binary_logloss: 0.507458
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.892164 valid_0's binary_logloss: 0.487355 valid_1's auc: 0.898379 valid_1's binary_logloss: 0.477426
[3] valid_0's auc: 0.893991 valid_0's binary_logloss: 0.463908 valid_1's auc: 0.900966 valid_1's binary_logloss: 0.453477
[4] valid_0's auc: 0.895536 valid_0's binary_logloss: 0.444506 valid_1's auc: 0.900916 valid_1's binary_logloss: 0.43446
[5] valid_0's auc: 0.895846 valid_0's binary_logloss: 0.428496 valid_1's auc: 0.900658 valid_1's binary_logloss: 0.41849
[6] valid_0's auc: 0.897167 valid_0's binary_logloss: 0.414703 valid_1's auc: 0.901702 valid_1's binary_logloss: 0.404942
[7] valid_0's auc: 0.897784 valid_0's binary_logloss: 0.403095 valid_1's auc: 0.902279 valid_1's binary_logloss: 0.393273
[8] valid_0's auc: 0.898713 valid_0's binary_logloss: 0.393054 valid_1's auc: 0.902347 valid_1's binary_logloss: 0.383885
[9] valid_0's auc: 0.902294 valid_0's binary_logloss: 0.38416 valid_1's auc: 0.904294 valid_1's binary_logloss: 0.375629
[10] valid_0's auc: 0.903355 valid_0's binary_logloss: 0.376336 valid_1's auc: 0.904676 valid_1's binary_logloss: 0.368481
[11] valid_0's auc: 0.903988 valid_0's binary_logloss: 0.369543 valid_1's auc: 0.904895 valid_1's binary_logloss: 0.362239
[12] valid_0's auc: 0.904553 valid_0's binary_logloss: 0.363566 valid_1's auc: 0.904913 valid_1's binary_logloss: 0.356787
[13] valid_0's auc: 0.905538 valid_0's binary_logloss: 0.35817 valid_1's auc: 0.905471 valid_1's binary_logloss: 0.351875
[14] valid_0's auc: 0.906094 valid_0's binary_logloss: 0.353414 valid_1's auc: 0.90584 valid_1's binary_logloss: 0.347498
[15] valid_0's auc: 0.906689 valid_0's binary_logloss: 0.349218 valid_1's auc: 0.905742 valid_1's binary_logloss: 0.344195
[16] valid_0's auc: 0.907549 valid_0's binary_logloss: 0.345324 valid_1's auc: 0.905782 valid_1's binary_logloss: 0.341113
[17] valid_0's auc: 0.908451 valid_0's binary_logloss: 0.341791 valid_1's auc: 0.906324 valid_1's binary_logloss: 0.338325
[18] valid_0's auc: 0.909157 valid_0's binary_logloss: 0.338598 valid_1's auc: 0.906713 valid_1's binary_logloss: 0.335633
[19] valid_0's auc: 0.910038 valid_0's binary_logloss: 0.335529 valid_1's auc: 0.906706 valid_1's binary_logloss: 0.333723
[20] valid_0's auc: 0.910713 valid_0's binary_logloss: 0.332831 valid_1's auc: 0.906867 valid_1's binary_logloss: 0.331714
[21] valid_0's auc: 0.911634 valid_0's binary_logloss: 0.330075 valid_1's auc: 0.907145 valid_1's binary_logloss: 0.329824
[22] valid_0's auc: 0.912278 valid_0's binary_logloss: 0.327816 valid_1's auc: 0.907492 valid_1's binary_logloss: 0.328227
[23] valid_0's auc: 0.912991 valid_0's binary_logloss: 0.325524 valid_1's auc: 0.907942 valid_1's binary_logloss: 0.326579
[24] valid_0's auc: 0.913625 valid_0's binary_logloss: 0.323469 valid_1's auc: 0.907911 valid_1's binary_logloss: 0.325444
[25] valid_0's auc: 0.914248 valid_0's binary_logloss: 0.321489 valid_1's auc: 0.908274 valid_1's binary_logloss: 0.324004
[26] valid_0's auc: 0.914868 valid_0's binary_logloss: 0.319685 valid_1's auc: 0.908371 valid_1's binary_logloss: 0.323014
[27] valid_0's auc: 0.915371 valid_0's binary_logloss: 0.318143 valid_1's auc: 0.908574 valid_1's binary_logloss: 0.32196
[28] valid_0's auc: 0.916013 valid_0's binary_logloss: 0.316508 valid_1's auc: 0.908739 valid_1's binary_logloss: 0.321156
[29] valid_0's auc: 0.9165 valid_0's binary_logloss: 0.315094 valid_1's auc: 0.908702 valid_1's binary_logloss: 0.320628
[30] valid_0's auc: 0.916968 valid_0's binary_logloss: 0.313842 valid_1's auc: 0.908843 valid_1's binary_logloss: 0.319954
[31] valid_0's auc: 0.917477 valid_0's binary_logloss: 0.312456 valid_1's auc: 0.909088 valid_1's binary_logloss: 0.319123
[32] valid_0's auc: 0.917927 valid_0's binary_logloss: 0.311173 valid_1's auc: 0.90924 valid_1's binary_logloss: 0.318445
[33] valid_0's auc: 0.918412 valid_0's binary_logloss: 0.309891 valid_1's auc: 0.909406 valid_1's binary_logloss: 0.317731
[34] valid_0's auc: 0.918856 valid_0's binary_logloss: 0.308845 valid_1's auc: 0.909375 valid_1's binary_logloss: 0.317449
[35] valid_0's auc: 0.919242 valid_0's binary_logloss: 0.30776 valid_1's auc: 0.909345 valid_1's binary_logloss: 0.317064
[36] valid_0's auc: 0.919636 valid_0's binary_logloss: 0.306756 valid_1's auc: 0.909324 valid_1's binary_logloss: 0.316776
[37] valid_0's auc: 0.920134 valid_0's binary_logloss: 0.305665 valid_1's auc: 0.909257 valid_1's binary_logloss: 0.316698
[38] valid_0's auc: 0.920609 valid_0's binary_logloss: 0.304655 valid_1's auc: 0.909326 valid_1's binary_logloss: 0.31641
[39] valid_0's auc: 0.921002 valid_0's binary_logloss: 0.303746 valid_1's auc: 0.909265 valid_1's binary_logloss: 0.316348
[40] valid_0's auc: 0.921495 valid_0's binary_logloss: 0.302707 valid_1's auc: 0.909433 valid_1's binary_logloss: 0.31593
[41] valid_0's auc: 0.921908 valid_0's binary_logloss: 0.301861 valid_1's auc: 0.909337 valid_1's binary_logloss: 0.315878
[42] valid_0's auc: 0.922423 valid_0's binary_logloss: 0.300876 valid_1's auc: 0.909347 valid_1's binary_logloss: 0.315729
[43] valid_0's auc: 0.922847 valid_0's binary_logloss: 0.299958 valid_1's auc: 0.909474 valid_1's binary_logloss: 0.31542
[44] valid_0's auc: 0.923235 valid_0's binary_logloss: 0.29914 valid_1's auc: 0.909496 valid_1's binary_logloss: 0.315238
[45] valid_0's auc: 0.923566 valid_0's binary_logloss: 0.298438 valid_1's auc: 0.909643 valid_1's binary_logloss: 0.314977
[46] valid_0's auc: 0.923915 valid_0's binary_logloss: 0.297727 valid_1's auc: 0.909614 valid_1's binary_logloss: 0.314969
[47] valid_0's auc: 0.924265 valid_0's binary_logloss: 0.297041 valid_1's auc: 0.909587 valid_1's binary_logloss: 0.314904
[48] valid_0's auc: 0.924709 valid_0's binary_logloss: 0.296159 valid_1's auc: 0.909648 valid_1's binary_logloss: 0.314773
[49] valid_0's auc: 0.925106 valid_0's binary_logloss: 0.295397 valid_1's auc: 0.909698 valid_1's binary_logloss: 0.314654
[50] valid_0's auc: 0.925476 valid_0's binary_logloss: 0.294712 valid_1's auc: 0.909534 valid_1's binary_logloss: 0.314853
[51] valid_0's auc: 0.925824 valid_0's binary_logloss: 0.294027 valid_1's auc: 0.909568 valid_1's binary_logloss: 0.314817
[52] valid_0's auc: 0.926122 valid_0's binary_logloss: 0.293495 valid_1's auc: 0.909584 valid_1's binary_logloss: 0.314756
[53] valid_0's auc: 0.926487 valid_0's binary_logloss: 0.292777 valid_1's auc: 0.909578 valid_1's binary_logloss: 0.314687
[54] valid_0's auc: 0.926757 valid_0's binary_logloss: 0.292188 valid_1's auc: 0.909616 valid_1's binary_logloss: 0.314586
[55] valid_0's auc: 0.927077 valid_0's binary_logloss: 0.291593 valid_1's auc: 0.909671 valid_1's binary_logloss: 0.314447
[56] valid_0's auc: 0.927471 valid_0's binary_logloss: 0.290865 valid_1's auc: 0.90965 valid_1's binary_logloss: 0.314491
[57] valid_0's auc: 0.927818 valid_0's binary_logloss: 0.290232 valid_1's auc: 0.909675 valid_1's binary_logloss: 0.314482
[58] valid_0's auc: 0.928086 valid_0's binary_logloss: 0.289699 valid_1's auc: 0.909623 valid_1's binary_logloss: 0.31454
[59] valid_0's auc: 0.928488 valid_0's binary_logloss: 0.28898 valid_1's auc: 0.909623 valid_1's binary_logloss: 0.31455
[60] valid_0's auc: 0.928775 valid_0's binary_logloss: 0.288429 valid_1's auc: 0.909538 valid_1's binary_logloss: 0.314625
[61] valid_0's auc: 0.929162 valid_0's binary_logloss: 0.287728 valid_1's auc: 0.909589 valid_1's binary_logloss: 0.314539
[62] valid_0's auc: 0.929604 valid_0's binary_logloss: 0.287018 valid_1's auc: 0.909468 valid_1's binary_logloss: 0.314722
[63] valid_0's auc: 0.929952 valid_0's binary_logloss: 0.286422 valid_1's auc: 0.9094 valid_1's binary_logloss: 0.314802
[64] valid_0's auc: 0.930248 valid_0's binary_logloss: 0.285901 valid_1's auc: 0.909232 valid_1's binary_logloss: 0.315051
[65] valid_0's auc: 0.930539 valid_0's binary_logloss: 0.285381 valid_1's auc: 0.909098 valid_1's binary_logloss: 0.31524
[66] valid_0's auc: 0.930859 valid_0's binary_logloss: 0.284803 valid_1's auc: 0.909152 valid_1's binary_logloss: 0.315131
[67] valid_0's auc: 0.931146 valid_0's binary_logloss: 0.284241 valid_1's auc: 0.908983 valid_1's binary_logloss: 0.315413
[68] valid_0's auc: 0.931571 valid_0's binary_logloss: 0.283554 valid_1's auc: 0.90893 valid_1's binary_logloss: 0.315561
[69] valid_0's auc: 0.931886 valid_0's binary_logloss: 0.283024 valid_1's auc: 0.908878 valid_1's binary_logloss: 0.315626
[70] valid_0's auc: 0.932168 valid_0's binary_logloss: 0.282496 valid_1's auc: 0.908829 valid_1's binary_logloss: 0.315751
[71] valid_0's auc: 0.932471 valid_0's binary_logloss: 0.281921 valid_1's auc: 0.908811 valid_1's binary_logloss: 0.315777
[72] valid_0's auc: 0.932789 valid_0's binary_logloss: 0.281355 valid_1's auc: 0.908817 valid_1's binary_logloss: 0.315795
[73] valid_0's auc: 0.933146 valid_0's binary_logloss: 0.280779 valid_1's auc: 0.908675 valid_1's binary_logloss: 0.316064
[74] valid_0's auc: 0.93344 valid_0's binary_logloss: 0.280261 valid_1's auc: 0.908586 valid_1's binary_logloss: 0.31615
[75] valid_0's auc: 0.933611 valid_0's binary_logloss: 0.279841 valid_1's auc: 0.90868 valid_1's binary_logloss: 0.315964
[76] valid_0's auc: 0.933837 valid_0's binary_logloss: 0.27939 valid_1's auc: 0.908695 valid_1's binary_logloss: 0.315919
[77] valid_0's auc: 0.934116 valid_0's binary_logloss: 0.278947 valid_1's auc: 0.908686 valid_1's binary_logloss: 0.315926
[78] valid_0's auc: 0.934391 valid_0's binary_logloss: 0.278469 valid_1's auc: 0.908637 valid_1's binary_logloss: 0.316043
[79] valid_0's auc: 0.934704 valid_0's binary_logloss: 0.277891 valid_1's auc: 0.908499 valid_1's binary_logloss: 0.316303
[80] valid_0's auc: 0.934897 valid_0's binary_logloss: 0.277476 valid_1's auc: 0.908447 valid_1's binary_logloss: 0.316355
[81] valid_0's auc: 0.935218 valid_0's binary_logloss: 0.276925 valid_1's auc: 0.908424 valid_1's binary_logloss: 0.316429
[82] valid_0's auc: 0.935446 valid_0's binary_logloss: 0.276461 valid_1's auc: 0.908366 valid_1's binary_logloss: 0.316526
[83] valid_0's auc: 0.935717 valid_0's binary_logloss: 0.27601 valid_1's auc: 0.908496 valid_1's binary_logloss: 0.316329
[84] valid_0's auc: 0.935997 valid_0's binary_logloss: 0.275559 valid_1's auc: 0.908423 valid_1's binary_logloss: 0.316415
[85] valid_0's auc: 0.936359 valid_0's binary_logloss: 0.274987 valid_1's auc: 0.908543 valid_1's binary_logloss: 0.316217
[86] valid_0's auc: 0.936629 valid_0's binary_logloss: 0.274545 valid_1's auc: 0.908503 valid_1's binary_logloss: 0.316244
[87] valid_0's auc: 0.936842 valid_0's binary_logloss: 0.274134 valid_1's auc: 0.908378 valid_1's binary_logloss: 0.316459
[88] valid_0's auc: 0.937084 valid_0's binary_logloss: 0.273721 valid_1's auc: 0.908353 valid_1's binary_logloss: 0.316478
[89] valid_0's auc: 0.937334 valid_0's binary_logloss: 0.273258 valid_1's auc: 0.908335 valid_1's binary_logloss: 0.316523
[90] valid_0's auc: 0.93752 valid_0's binary_logloss: 0.272923 valid_1's auc: 0.908264 valid_1's binary_logloss: 0.316655
[91] valid_0's auc: 0.93778 valid_0's binary_logloss: 0.272463 valid_1's auc: 0.908155 valid_1's binary_logloss: 0.316889
[92] valid_0's auc: 0.938109 valid_0's binary_logloss: 0.271912 valid_1's auc: 0.908064 valid_1's binary_logloss: 0.31704
[93] valid_0's auc: 0.938301 valid_0's binary_logloss: 0.271506 valid_1's auc: 0.908165 valid_1's binary_logloss: 0.316845
[94] valid_0's auc: 0.938574 valid_0's binary_logloss: 0.271049 valid_1's auc: 0.908245 valid_1's binary_logloss: 0.316724
[95] valid_0's auc: 0.938831 valid_0's binary_logloss: 0.270617 valid_1's auc: 0.908342 valid_1's binary_logloss: 0.316538
[96] valid_0's auc: 0.938989 valid_0's binary_logloss: 0.270247 valid_1's auc: 0.908291 valid_1's binary_logloss: 0.316662
[97] valid_0's auc: 0.939363 valid_0's binary_logloss: 0.269571 valid_1's auc: 0.908161 valid_1's binary_logloss: 0.316925
[98] valid_0's auc: 0.939648 valid_0's binary_logloss: 0.269072 valid_1's auc: 0.908139 valid_1's binary_logloss: 0.31696
[99] valid_0's auc: 0.939855 valid_0's binary_logloss: 0.268664 valid_1's auc: 0.90814 valid_1's binary_logloss: 0.317031
[100] valid_0's auc: 0.940126 valid_0's binary_logloss: 0.268181 valid_1's auc: 0.908048 valid_1's binary_logloss: 0.317212
[101] valid_0's auc: 0.940435 valid_0's binary_logloss: 0.267675 valid_1's auc: 0.907924 valid_1's binary_logloss: 0.317394
[102] valid_0's auc: 0.940697 valid_0's binary_logloss: 0.267238 valid_1's auc: 0.907798 valid_1's binary_logloss: 0.317579
[103] valid_0's auc: 0.940958 valid_0's binary_logloss: 0.266773 valid_1's auc: 0.907711 valid_1's binary_logloss: 0.317707
[104] valid_0's auc: 0.941198 valid_0's binary_logloss: 0.266341 valid_1's auc: 0.90765 valid_1's binary_logloss: 0.31785
[105] valid_0's auc: 0.9414 valid_0's binary_logloss: 0.265922 valid_1's auc: 0.907632 valid_1's binary_logloss: 0.317866
[106] valid_0's auc: 0.941665 valid_0's binary_logloss: 0.265441 valid_1's auc: 0.907555 valid_1's binary_logloss: 0.318049
[107] valid_0's auc: 0.941982 valid_0's binary_logloss: 0.264838 valid_1's auc: 0.907359 valid_1's binary_logloss: 0.318445
[108] valid_0's auc: 0.942163 valid_0's binary_logloss: 0.264447 valid_1's auc: 0.907241 valid_1's binary_logloss: 0.318673
[109] valid_0's auc: 0.942443 valid_0's binary_logloss: 0.263923 valid_1's auc: 0.90725 valid_1's binary_logloss: 0.318661
[110] valid_0's auc: 0.942667 valid_0's binary_logloss: 0.263477 valid_1's auc: 0.907244 valid_1's binary_logloss: 0.318654
[111] valid_0's auc: 0.942986 valid_0's binary_logloss: 0.262934 valid_1's auc: 0.907239 valid_1's binary_logloss: 0.318711
[112] valid_0's auc: 0.943205 valid_0's binary_logloss: 0.262527 valid_1's auc: 0.90725 valid_1's binary_logloss: 0.318762
[113] valid_0's auc: 0.943417 valid_0's binary_logloss: 0.262151 valid_1's auc: 0.907141 valid_1's binary_logloss: 0.318951
[114] valid_0's auc: 0.9436 valid_0's binary_logloss: 0.261796 valid_1's auc: 0.907191 valid_1's binary_logloss: 0.318882
[115] valid_0's auc: 0.94381 valid_0's binary_logloss: 0.261434 valid_1's auc: 0.907168 valid_1's binary_logloss: 0.318937
[116] valid_0's auc: 0.943938 valid_0's binary_logloss: 0.261187 valid_1's auc: 0.907157 valid_1's binary_logloss: 0.318953
[117] valid_0's auc: 0.944117 valid_0's binary_logloss: 0.260838 valid_1's auc: 0.907119 valid_1's binary_logloss: 0.319024
[118] valid_0's auc: 0.944258 valid_0's binary_logloss: 0.260561 valid_1's auc: 0.907103 valid_1's binary_logloss: 0.31907
[119] valid_0's auc: 0.944462 valid_0's binary_logloss: 0.260174 valid_1's auc: 0.906947 valid_1's binary_logloss: 0.319334
[120] valid_0's auc: 0.944622 valid_0's binary_logloss: 0.259853 valid_1's auc: 0.906871 valid_1's binary_logloss: 0.319482
[121] valid_0's auc: 0.944842 valid_0's binary_logloss: 0.259447 valid_1's auc: 0.90682 valid_1's binary_logloss: 0.319603
[122] valid_0's auc: 0.944951 valid_0's binary_logloss: 0.259244 valid_1's auc: 0.906772 valid_1's binary_logloss: 0.31969
[123] valid_0's auc: 0.94514 valid_0's binary_logloss: 0.25886 valid_1's auc: 0.906763 valid_1's binary_logloss: 0.319732
[124] valid_0's auc: 0.945274 valid_0's binary_logloss: 0.258594 valid_1's auc: 0.906728 valid_1's binary_logloss: 0.319808
[125] valid_0's auc: 0.945415 valid_0's binary_logloss: 0.25831 valid_1's auc: 0.906697 valid_1's binary_logloss: 0.319892
[126] valid_0's auc: 0.945612 valid_0's binary_logloss: 0.257959 valid_1's auc: 0.906587 valid_1's binary_logloss: 0.320089
[127] valid_0's auc: 0.945829 valid_0's binary_logloss: 0.257571 valid_1's auc: 0.906618 valid_1's binary_logloss: 0.320055
[128] valid_0's auc: 0.94611 valid_0's binary_logloss: 0.257035 valid_1's auc: 0.90662 valid_1's binary_logloss: 0.320114
[129] valid_0's auc: 0.946377 valid_0's binary_logloss: 0.256539 valid_1's auc: 0.906599 valid_1's binary_logloss: 0.320193
[130] valid_0's auc: 0.946636 valid_0's binary_logloss: 0.256038 valid_1's auc: 0.906413 valid_1's binary_logloss: 0.320506
[131] valid_0's auc: 0.946813 valid_0's binary_logloss: 0.255686 valid_1's auc: 0.906319 valid_1's binary_logloss: 0.320679
[132] valid_0's auc: 0.947044 valid_0's binary_logloss: 0.255266 valid_1's auc: 0.906368 valid_1's binary_logloss: 0.320661
[133] valid_0's auc: 0.947154 valid_0's binary_logloss: 0.25504 valid_1's auc: 0.906418 valid_1's binary_logloss: 0.320569
[134] valid_0's auc: 0.947312 valid_0's binary_logloss: 0.254733 valid_1's auc: 0.906388 valid_1's binary_logloss: 0.320621
[135] valid_0's auc: 0.947434 valid_0's binary_logloss: 0.254504 valid_1's auc: 0.906347 valid_1's binary_logloss: 0.320712
[136] valid_0's auc: 0.947551 valid_0's binary_logloss: 0.254246 valid_1's auc: 0.906203 valid_1's binary_logloss: 0.320997
[137] valid_0's auc: 0.94776 valid_0's binary_logloss: 0.253837 valid_1's auc: 0.906172 valid_1's binary_logloss: 0.321128
[138] valid_0's auc: 0.947923 valid_0's binary_logloss: 0.253515 valid_1's auc: 0.906112 valid_1's binary_logloss: 0.321222
[139] valid_0's auc: 0.948251 valid_0's binary_logloss: 0.252921 valid_1's auc: 0.906227 valid_1's binary_logloss: 0.321089
[140] valid_0's auc: 0.948378 valid_0's binary_logloss: 0.252614 valid_1's auc: 0.906188 valid_1's binary_logloss: 0.321136
[141] valid_0's auc: 0.948539 valid_0's binary_logloss: 0.252302 valid_1's auc: 0.906081 valid_1's binary_logloss: 0.321339
[142] valid_0's auc: 0.948718 valid_0's binary_logloss: 0.251942 valid_1's auc: 0.906054 valid_1's binary_logloss: 0.321403
[143] valid_0's auc: 0.948984 valid_0's binary_logloss: 0.251466 valid_1's auc: 0.906023 valid_1's binary_logloss: 0.321482
[144] valid_0's auc: 0.949255 valid_0's binary_logloss: 0.250997 valid_1's auc: 0.906143 valid_1's binary_logloss: 0.321313
[145] valid_0's auc: 0.949399 valid_0's binary_logloss: 0.250701 valid_1's auc: 0.906083 valid_1's binary_logloss: 0.321442
[146] valid_0's auc: 0.949633 valid_0's binary_logloss: 0.250241 valid_1's auc: 0.905946 valid_1's binary_logloss: 0.32167
[147] valid_0's auc: 0.949774 valid_0's binary_logloss: 0.249945 valid_1's auc: 0.905981 valid_1's binary_logloss: 0.321676
[148] valid_0's auc: 0.949919 valid_0's binary_logloss: 0.249615 valid_1's auc: 0.905992 valid_1's binary_logloss: 0.321656
[149] valid_0's auc: 0.950048 valid_0's binary_logloss: 0.249366 valid_1's auc: 0.905952 valid_1's binary_logloss: 0.321717
Early stopping, best iteration is:
[49] valid_0's auc: 0.925106 valid_0's binary_logloss: 0.295397 valid_1's auc: 0.909698 valid_1's binary_logloss: 0.314654
[1] valid_0's auc: 0.888084 valid_0's binary_logloss: 0.516884 valid_1's auc: 0.893464 valid_1's binary_logloss: 0.508124
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.890797 valid_0's binary_logloss: 0.487718 valid_1's auc: 0.897592 valid_1's binary_logloss: 0.478465
[3] valid_0's auc: 0.892513 valid_0's binary_logloss: 0.464334 valid_1's auc: 0.898665 valid_1's binary_logloss: 0.454805
[4] valid_0's auc: 0.894815 valid_0's binary_logloss: 0.444821 valid_1's auc: 0.899433 valid_1's binary_logloss: 0.435394
[5] valid_0's auc: 0.896021 valid_0's binary_logloss: 0.428702 valid_1's auc: 0.900021 valid_1's binary_logloss: 0.419476
[6] valid_0's auc: 0.89928 valid_0's binary_logloss: 0.415058 valid_1's auc: 0.902649 valid_1's binary_logloss: 0.405991
[7] valid_0's auc: 0.900439 valid_0's binary_logloss: 0.403201 valid_1's auc: 0.902605 valid_1's binary_logloss: 0.394544
[8] valid_0's auc: 0.901538 valid_0's binary_logloss: 0.393166 valid_1's auc: 0.903058 valid_1's binary_logloss: 0.384843
[9] valid_0's auc: 0.902204 valid_0's binary_logloss: 0.384401 valid_1's auc: 0.903156 valid_1's binary_logloss: 0.376624
[10] valid_0's auc: 0.903221 valid_0's binary_logloss: 0.376758 valid_1's auc: 0.903175 valid_1's binary_logloss: 0.369696
[11] valid_0's auc: 0.904073 valid_0's binary_logloss: 0.369858 valid_1's auc: 0.90337 valid_1's binary_logloss: 0.36353
[12] valid_0's auc: 0.9048 valid_0's binary_logloss: 0.363903 valid_1's auc: 0.904 valid_1's binary_logloss: 0.357996
[13] valid_0's auc: 0.905852 valid_0's binary_logloss: 0.358528 valid_1's auc: 0.904463 valid_1's binary_logloss: 0.353176
[14] valid_0's auc: 0.906544 valid_0's binary_logloss: 0.353777 valid_1's auc: 0.904775 valid_1's binary_logloss: 0.348981
[15] valid_0's auc: 0.907501 valid_0's binary_logloss: 0.349288 valid_1's auc: 0.905337 valid_1's binary_logloss: 0.345392
[16] valid_0's auc: 0.908224 valid_0's binary_logloss: 0.345361 valid_1's auc: 0.905819 valid_1's binary_logloss: 0.341971
[17] valid_0's auc: 0.908902 valid_0's binary_logloss: 0.341809 valid_1's auc: 0.905831 valid_1's binary_logloss: 0.339271
[18] valid_0's auc: 0.909407 valid_0's binary_logloss: 0.338728 valid_1's auc: 0.906187 valid_1's binary_logloss: 0.336615
[19] valid_0's auc: 0.910331 valid_0's binary_logloss: 0.33564 valid_1's auc: 0.906492 valid_1's binary_logloss: 0.334456
[20] valid_0's auc: 0.910901 valid_0's binary_logloss: 0.332967 valid_1's auc: 0.906812 valid_1's binary_logloss: 0.332309
[21] valid_0's auc: 0.911538 valid_0's binary_logloss: 0.330566 valid_1's auc: 0.906796 valid_1's binary_logloss: 0.330669
[22] valid_0's auc: 0.912064 valid_0's binary_logloss: 0.328361 valid_1's auc: 0.906935 valid_1's binary_logloss: 0.329121
[23] valid_0's auc: 0.912885 valid_0's binary_logloss: 0.326088 valid_1's auc: 0.907117 valid_1's binary_logloss: 0.32779
[24] valid_0's auc: 0.913529 valid_0's binary_logloss: 0.323942 valid_1's auc: 0.907317 valid_1's binary_logloss: 0.326314
[25] valid_0's auc: 0.914062 valid_0's binary_logloss: 0.322036 valid_1's auc: 0.907398 valid_1's binary_logloss: 0.325299
[26] valid_0's auc: 0.914586 valid_0's binary_logloss: 0.320323 valid_1's auc: 0.907609 valid_1's binary_logloss: 0.324142
[27] valid_0's auc: 0.915109 valid_0's binary_logloss: 0.318676 valid_1's auc: 0.907677 valid_1's binary_logloss: 0.323322
[28] valid_0's auc: 0.915691 valid_0's binary_logloss: 0.317074 valid_1's auc: 0.907512 valid_1's binary_logloss: 0.322839
[29] valid_0's auc: 0.916231 valid_0's binary_logloss: 0.315562 valid_1's auc: 0.907548 valid_1's binary_logloss: 0.322137
[30] valid_0's auc: 0.916764 valid_0's binary_logloss: 0.314118 valid_1's auc: 0.907609 valid_1's binary_logloss: 0.321508
[31] valid_0's auc: 0.917363 valid_0's binary_logloss: 0.312626 valid_1's auc: 0.907747 valid_1's binary_logloss: 0.320864
[32] valid_0's auc: 0.917866 valid_0's binary_logloss: 0.311379 valid_1's auc: 0.90771 valid_1's binary_logloss: 0.320495
[33] valid_0's auc: 0.918423 valid_0's binary_logloss: 0.310066 valid_1's auc: 0.907609 valid_1's binary_logloss: 0.320319
[34] valid_0's auc: 0.918943 valid_0's binary_logloss: 0.308859 valid_1's auc: 0.907594 valid_1's binary_logloss: 0.320047
[35] valid_0's auc: 0.919479 valid_0's binary_logloss: 0.307644 valid_1's auc: 0.90762 valid_1's binary_logloss: 0.319762
[36] valid_0's auc: 0.920042 valid_0's binary_logloss: 0.306443 valid_1's auc: 0.907741 valid_1's binary_logloss: 0.319378
[37] valid_0's auc: 0.920618 valid_0's binary_logloss: 0.305329 valid_1's auc: 0.90762 valid_1's binary_logloss: 0.319344
[38] valid_0's auc: 0.921094 valid_0's binary_logloss: 0.304269 valid_1's auc: 0.90753 valid_1's binary_logloss: 0.319331
[39] valid_0's auc: 0.921495 valid_0's binary_logloss: 0.303341 valid_1's auc: 0.907453 valid_1's binary_logloss: 0.319278
[40] valid_0's auc: 0.921992 valid_0's binary_logloss: 0.302363 valid_1's auc: 0.90748 valid_1's binary_logloss: 0.319064
[41] valid_0's auc: 0.92246 valid_0's binary_logloss: 0.301364 valid_1's auc: 0.907618 valid_1's binary_logloss: 0.318754
[42] valid_0's auc: 0.922914 valid_0's binary_logloss: 0.300405 valid_1's auc: 0.907754 valid_1's binary_logloss: 0.318491
[43] valid_0's auc: 0.923272 valid_0's binary_logloss: 0.299597 valid_1's auc: 0.907829 valid_1's binary_logloss: 0.318247
[44] valid_0's auc: 0.923698 valid_0's binary_logloss: 0.298756 valid_1's auc: 0.907784 valid_1's binary_logloss: 0.318189
[45] valid_0's auc: 0.924137 valid_0's binary_logloss: 0.297894 valid_1's auc: 0.907621 valid_1's binary_logloss: 0.318336
[46] valid_0's auc: 0.924454 valid_0's binary_logloss: 0.297225 valid_1's auc: 0.907634 valid_1's binary_logloss: 0.318217
[47] valid_0's auc: 0.924878 valid_0's binary_logloss: 0.296435 valid_1's auc: 0.907569 valid_1's binary_logloss: 0.318201
[48] valid_0's auc: 0.925247 valid_0's binary_logloss: 0.295698 valid_1's auc: 0.907687 valid_1's binary_logloss: 0.317998
[49] valid_0's auc: 0.925601 valid_0's binary_logloss: 0.295045 valid_1's auc: 0.907648 valid_1's binary_logloss: 0.317992
[50] valid_0's auc: 0.926042 valid_0's binary_logloss: 0.294282 valid_1's auc: 0.907637 valid_1's binary_logloss: 0.317905
[51] valid_0's auc: 0.926443 valid_0's binary_logloss: 0.293488 valid_1's auc: 0.907578 valid_1's binary_logloss: 0.317894
[52] valid_0's auc: 0.926768 valid_0's binary_logloss: 0.292808 valid_1's auc: 0.907578 valid_1's binary_logloss: 0.317849
[53] valid_0's auc: 0.927053 valid_0's binary_logloss: 0.292247 valid_1's auc: 0.907528 valid_1's binary_logloss: 0.317869
[54] valid_0's auc: 0.927414 valid_0's binary_logloss: 0.291576 valid_1's auc: 0.907545 valid_1's binary_logloss: 0.317797
[55] valid_0's auc: 0.927746 valid_0's binary_logloss: 0.290957 valid_1's auc: 0.907402 valid_1's binary_logloss: 0.317979
[56] valid_0's auc: 0.928103 valid_0's binary_logloss: 0.290298 valid_1's auc: 0.907421 valid_1's binary_logloss: 0.317903
[57] valid_0's auc: 0.928408 valid_0's binary_logloss: 0.289733 valid_1's auc: 0.907381 valid_1's binary_logloss: 0.317986
[58] valid_0's auc: 0.928677 valid_0's binary_logloss: 0.289255 valid_1's auc: 0.907292 valid_1's binary_logloss: 0.318151
[59] valid_0's auc: 0.928959 valid_0's binary_logloss: 0.28874 valid_1's auc: 0.907212 valid_1's binary_logloss: 0.318223
[60] valid_0's auc: 0.929419 valid_0's binary_logloss: 0.287974 valid_1's auc: 0.907166 valid_1's binary_logloss: 0.318271
[61] valid_0's auc: 0.929747 valid_0's binary_logloss: 0.287367 valid_1's auc: 0.907061 valid_1's binary_logloss: 0.318443
[62] valid_0's auc: 0.930107 valid_0's binary_logloss: 0.286665 valid_1's auc: 0.907051 valid_1's binary_logloss: 0.318496
[63] valid_0's auc: 0.930363 valid_0's binary_logloss: 0.286153 valid_1's auc: 0.907038 valid_1's binary_logloss: 0.318513
[64] valid_0's auc: 0.930884 valid_0's binary_logloss: 0.285287 valid_1's auc: 0.906964 valid_1's binary_logloss: 0.318665
[65] valid_0's auc: 0.931208 valid_0's binary_logloss: 0.28474 valid_1's auc: 0.906957 valid_1's binary_logloss: 0.318666
[66] valid_0's auc: 0.93161 valid_0's binary_logloss: 0.284063 valid_1's auc: 0.90683 valid_1's binary_logloss: 0.318818
[67] valid_0's auc: 0.932005 valid_0's binary_logloss: 0.283433 valid_1's auc: 0.906719 valid_1's binary_logloss: 0.319017
[68] valid_0's auc: 0.932234 valid_0's binary_logloss: 0.282989 valid_1's auc: 0.906751 valid_1's binary_logloss: 0.31896
[69] valid_0's auc: 0.932532 valid_0's binary_logloss: 0.282459 valid_1's auc: 0.906718 valid_1's binary_logloss: 0.319051
[70] valid_0's auc: 0.932851 valid_0's binary_logloss: 0.281905 valid_1's auc: 0.906592 valid_1's binary_logloss: 0.319261
[71] valid_0's auc: 0.933203 valid_0's binary_logloss: 0.281336 valid_1's auc: 0.906564 valid_1's binary_logloss: 0.319306
[72] valid_0's auc: 0.933431 valid_0's binary_logloss: 0.280894 valid_1's auc: 0.906587 valid_1's binary_logloss: 0.31932
[73] valid_0's auc: 0.933727 valid_0's binary_logloss: 0.280387 valid_1's auc: 0.906539 valid_1's binary_logloss: 0.319411
[74] valid_0's auc: 0.934042 valid_0's binary_logloss: 0.279796 valid_1's auc: 0.906505 valid_1's binary_logloss: 0.31948
[75] valid_0's auc: 0.934394 valid_0's binary_logloss: 0.27917 valid_1's auc: 0.906495 valid_1's binary_logloss: 0.319511
[76] valid_0's auc: 0.934695 valid_0's binary_logloss: 0.278645 valid_1's auc: 0.906547 valid_1's binary_logloss: 0.319479
[77] valid_0's auc: 0.934944 valid_0's binary_logloss: 0.278168 valid_1's auc: 0.906468 valid_1's binary_logloss: 0.319624
[78] valid_0's auc: 0.935173 valid_0's binary_logloss: 0.277762 valid_1's auc: 0.90644 valid_1's binary_logloss: 0.319689
[79] valid_0's auc: 0.93554 valid_0's binary_logloss: 0.277139 valid_1's auc: 0.906356 valid_1's binary_logloss: 0.31983
[80] valid_0's auc: 0.935807 valid_0's binary_logloss: 0.276634 valid_1's auc: 0.906268 valid_1's binary_logloss: 0.320015
[81] valid_0's auc: 0.936023 valid_0's binary_logloss: 0.276149 valid_1's auc: 0.90618 valid_1's binary_logloss: 0.320191
[82] valid_0's auc: 0.936238 valid_0's binary_logloss: 0.275725 valid_1's auc: 0.906203 valid_1's binary_logloss: 0.320173
[83] valid_0's auc: 0.936413 valid_0's binary_logloss: 0.275363 valid_1's auc: 0.906154 valid_1's binary_logloss: 0.320239
[84] valid_0's auc: 0.936647 valid_0's binary_logloss: 0.274935 valid_1's auc: 0.906111 valid_1's binary_logloss: 0.320317
[85] valid_0's auc: 0.936899 valid_0's binary_logloss: 0.274474 valid_1's auc: 0.906003 valid_1's binary_logloss: 0.320526
[86] valid_0's auc: 0.937216 valid_0's binary_logloss: 0.273966 valid_1's auc: 0.905982 valid_1's binary_logloss: 0.320597
[87] valid_0's auc: 0.937491 valid_0's binary_logloss: 0.273486 valid_1's auc: 0.905997 valid_1's binary_logloss: 0.320563
[88] valid_0's auc: 0.937709 valid_0's binary_logloss: 0.273036 valid_1's auc: 0.905951 valid_1's binary_logloss: 0.320615
[89] valid_0's auc: 0.937895 valid_0's binary_logloss: 0.272677 valid_1's auc: 0.905905 valid_1's binary_logloss: 0.320696
[90] valid_0's auc: 0.938111 valid_0's binary_logloss: 0.272272 valid_1's auc: 0.905865 valid_1's binary_logloss: 0.320848
[91] valid_0's auc: 0.93837 valid_0's binary_logloss: 0.271827 valid_1's auc: 0.905725 valid_1's binary_logloss: 0.321086
[92] valid_0's auc: 0.93861 valid_0's binary_logloss: 0.271409 valid_1's auc: 0.905726 valid_1's binary_logloss: 0.321074
[93] valid_0's auc: 0.938874 valid_0's binary_logloss: 0.270956 valid_1's auc: 0.905792 valid_1's binary_logloss: 0.32098
[94] valid_0's auc: 0.939119 valid_0's binary_logloss: 0.270462 valid_1's auc: 0.905782 valid_1's binary_logloss: 0.321035
[95] valid_0's auc: 0.93943 valid_0's binary_logloss: 0.269887 valid_1's auc: 0.905779 valid_1's binary_logloss: 0.321089
[96] valid_0's auc: 0.939637 valid_0's binary_logloss: 0.269504 valid_1's auc: 0.905731 valid_1's binary_logloss: 0.3212
[97] valid_0's auc: 0.939819 valid_0's binary_logloss: 0.269107 valid_1's auc: 0.905578 valid_1's binary_logloss: 0.321459
[98] valid_0's auc: 0.940151 valid_0's binary_logloss: 0.268548 valid_1's auc: 0.905365 valid_1's binary_logloss: 0.321814
[99] valid_0's auc: 0.940369 valid_0's binary_logloss: 0.26817 valid_1's auc: 0.905271 valid_1's binary_logloss: 0.322006
[100] valid_0's auc: 0.940622 valid_0's binary_logloss: 0.267724 valid_1's auc: 0.905313 valid_1's binary_logloss: 0.321967
[101] valid_0's auc: 0.940873 valid_0's binary_logloss: 0.267265 valid_1's auc: 0.905192 valid_1's binary_logloss: 0.322163
[102] valid_0's auc: 0.941073 valid_0's binary_logloss: 0.266896 valid_1's auc: 0.905099 valid_1's binary_logloss: 0.32232
[103] valid_0's auc: 0.941367 valid_0's binary_logloss: 0.266401 valid_1's auc: 0.904994 valid_1's binary_logloss: 0.322516
[104] valid_0's auc: 0.941577 valid_0's binary_logloss: 0.265981 valid_1's auc: 0.905007 valid_1's binary_logloss: 0.322435
[105] valid_0's auc: 0.941797 valid_0's binary_logloss: 0.265561 valid_1's auc: 0.904876 valid_1's binary_logloss: 0.322698
[106] valid_0's auc: 0.942068 valid_0's binary_logloss: 0.26511 valid_1's auc: 0.90486 valid_1's binary_logloss: 0.32275
[107] valid_0's auc: 0.942208 valid_0's binary_logloss: 0.264839 valid_1's auc: 0.904748 valid_1's binary_logloss: 0.322953
[108] valid_0's auc: 0.942494 valid_0's binary_logloss: 0.264328 valid_1's auc: 0.904639 valid_1's binary_logloss: 0.323115
[109] valid_0's auc: 0.942693 valid_0's binary_logloss: 0.263899 valid_1's auc: 0.904549 valid_1's binary_logloss: 0.323284
[110] valid_0's auc: 0.942909 valid_0's binary_logloss: 0.263468 valid_1's auc: 0.904541 valid_1's binary_logloss: 0.323317
[111] valid_0's auc: 0.943273 valid_0's binary_logloss: 0.262819 valid_1's auc: 0.904461 valid_1's binary_logloss: 0.323456
[112] valid_0's auc: 0.943554 valid_0's binary_logloss: 0.2623 valid_1's auc: 0.904389 valid_1's binary_logloss: 0.323616
[113] valid_0's auc: 0.943732 valid_0's binary_logloss: 0.261984 valid_1's auc: 0.90433 valid_1's binary_logloss: 0.323727
[114] valid_0's auc: 0.943941 valid_0's binary_logloss: 0.261612 valid_1's auc: 0.904261 valid_1's binary_logloss: 0.323904
[115] valid_0's auc: 0.944269 valid_0's binary_logloss: 0.261049 valid_1's auc: 0.904154 valid_1's binary_logloss: 0.324049
[116] valid_0's auc: 0.944444 valid_0's binary_logloss: 0.260706 valid_1's auc: 0.904131 valid_1's binary_logloss: 0.324053
[117] valid_0's auc: 0.944621 valid_0's binary_logloss: 0.260389 valid_1's auc: 0.904019 valid_1's binary_logloss: 0.32424
[118] valid_0's auc: 0.944826 valid_0's binary_logloss: 0.260018 valid_1's auc: 0.904016 valid_1's binary_logloss: 0.324247
[119] valid_0's auc: 0.944978 valid_0's binary_logloss: 0.259724 valid_1's auc: 0.9039 valid_1's binary_logloss: 0.324443
[120] valid_0's auc: 0.945168 valid_0's binary_logloss: 0.25931 valid_1's auc: 0.903939 valid_1's binary_logloss: 0.324359
[121] valid_0's auc: 0.945453 valid_0's binary_logloss: 0.258777 valid_1's auc: 0.90389 valid_1's binary_logloss: 0.324491
[122] valid_0's auc: 0.945625 valid_0's binary_logloss: 0.258411 valid_1's auc: 0.903877 valid_1's binary_logloss: 0.324549
[123] valid_0's auc: 0.945753 valid_0's binary_logloss: 0.258163 valid_1's auc: 0.903828 valid_1's binary_logloss: 0.324668
[124] valid_0's auc: 0.945907 valid_0's binary_logloss: 0.257827 valid_1's auc: 0.903669 valid_1's binary_logloss: 0.324984
[125] valid_0's auc: 0.94607 valid_0's binary_logloss: 0.257504 valid_1's auc: 0.903676 valid_1's binary_logloss: 0.32499
[126] valid_0's auc: 0.946247 valid_0's binary_logloss: 0.257108 valid_1's auc: 0.903828 valid_1's binary_logloss: 0.324773
[127] valid_0's auc: 0.946499 valid_0's binary_logloss: 0.256599 valid_1's auc: 0.903795 valid_1's binary_logloss: 0.324875
[128] valid_0's auc: 0.946763 valid_0's binary_logloss: 0.256131 valid_1's auc: 0.903687 valid_1's binary_logloss: 0.325075
[129] valid_0's auc: 0.946949 valid_0's binary_logloss: 0.255779 valid_1's auc: 0.903525 valid_1's binary_logloss: 0.325361
[130] valid_0's auc: 0.947079 valid_0's binary_logloss: 0.255495 valid_1's auc: 0.903493 valid_1's binary_logloss: 0.325464
[131] valid_0's auc: 0.947194 valid_0's binary_logloss: 0.255262 valid_1's auc: 0.903417 valid_1's binary_logloss: 0.325622
[132] valid_0's auc: 0.947382 valid_0's binary_logloss: 0.254878 valid_1's auc: 0.903373 valid_1's binary_logloss: 0.325732
[133] valid_0's auc: 0.947514 valid_0's binary_logloss: 0.254627 valid_1's auc: 0.903179 valid_1's binary_logloss: 0.326044
[134] valid_0's auc: 0.94766 valid_0's binary_logloss: 0.254319 valid_1's auc: 0.903139 valid_1's binary_logloss: 0.326086
[135] valid_0's auc: 0.947883 valid_0's binary_logloss: 0.253913 valid_1's auc: 0.903003 valid_1's binary_logloss: 0.326332
[136] valid_0's auc: 0.948009 valid_0's binary_logloss: 0.253649 valid_1's auc: 0.902964 valid_1's binary_logloss: 0.326447
[137] valid_0's auc: 0.948243 valid_0's binary_logloss: 0.253216 valid_1's auc: 0.902963 valid_1's binary_logloss: 0.326507
[138] valid_0's auc: 0.948381 valid_0's binary_logloss: 0.252937 valid_1's auc: 0.903034 valid_1's binary_logloss: 0.326404
[139] valid_0's auc: 0.948549 valid_0's binary_logloss: 0.252612 valid_1's auc: 0.902994 valid_1's binary_logloss: 0.326515
[140] valid_0's auc: 0.948818 valid_0's binary_logloss: 0.252142 valid_1's auc: 0.902975 valid_1's binary_logloss: 0.32662
[141] valid_0's auc: 0.94901 valid_0's binary_logloss: 0.251734 valid_1's auc: 0.90284 valid_1's binary_logloss: 0.326897
[142] valid_0's auc: 0.949147 valid_0's binary_logloss: 0.251425 valid_1's auc: 0.902947 valid_1's binary_logloss: 0.326821
[143] valid_0's auc: 0.949269 valid_0's binary_logloss: 0.251161 valid_1's auc: 0.902898 valid_1's binary_logloss: 0.326949
Early stopping, best iteration is:
[43] valid_0's auc: 0.923272 valid_0's binary_logloss: 0.299597 valid_1's auc: 0.907829 valid_1's binary_logloss: 0.318247
[1] valid_0's auc: 0.889368 valid_0's binary_logloss: 0.516586 valid_1's auc: 0.894755 valid_1's binary_logloss: 0.507927
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.892369 valid_0's binary_logloss: 0.487665 valid_1's auc: 0.897729 valid_1's binary_logloss: 0.478425
[3] valid_0's auc: 0.892766 valid_0's binary_logloss: 0.46459 valid_1's auc: 0.8987 valid_1's binary_logloss: 0.454891
[4] valid_0's auc: 0.894658 valid_0's binary_logloss: 0.445432 valid_1's auc: 0.899309 valid_1's binary_logloss: 0.435927
[5] valid_0's auc: 0.897216 valid_0's binary_logloss: 0.429343 valid_1's auc: 0.901673 valid_1's binary_logloss: 0.420055
[6] valid_0's auc: 0.898836 valid_0's binary_logloss: 0.415681 valid_1's auc: 0.902175 valid_1's binary_logloss: 0.40664
[7] valid_0's auc: 0.900089 valid_0's binary_logloss: 0.403962 valid_1's auc: 0.903133 valid_1's binary_logloss: 0.394925
[8] valid_0's auc: 0.900532 valid_0's binary_logloss: 0.393959 valid_1's auc: 0.903189 valid_1's binary_logloss: 0.38526
[9] valid_0's auc: 0.90162 valid_0's binary_logloss: 0.385233 valid_1's auc: 0.903527 valid_1's binary_logloss: 0.376973
[10] valid_0's auc: 0.902597 valid_0's binary_logloss: 0.377488 valid_1's auc: 0.904084 valid_1's binary_logloss: 0.369513
[11] valid_0's auc: 0.903448 valid_0's binary_logloss: 0.370593 valid_1's auc: 0.904405 valid_1's binary_logloss: 0.363339
[12] valid_0's auc: 0.904159 valid_0's binary_logloss: 0.364575 valid_1's auc: 0.904989 valid_1's binary_logloss: 0.357511
[13] valid_0's auc: 0.905188 valid_0's binary_logloss: 0.359049 valid_1's auc: 0.90489 valid_1's binary_logloss: 0.352976
[14] valid_0's auc: 0.906232 valid_0's binary_logloss: 0.354214 valid_1's auc: 0.905694 valid_1's binary_logloss: 0.348766
[15] valid_0's auc: 0.907064 valid_0's binary_logloss: 0.349752 valid_1's auc: 0.906 valid_1's binary_logloss: 0.345008
[16] valid_0's auc: 0.907672 valid_0's binary_logloss: 0.345873 valid_1's auc: 0.906296 valid_1's binary_logloss: 0.341642
[17] valid_0's auc: 0.908273 valid_0's binary_logloss: 0.342296 valid_1's auc: 0.906357 valid_1's binary_logloss: 0.338802
[18] valid_0's auc: 0.908878 valid_0's binary_logloss: 0.339094 valid_1's auc: 0.906787 valid_1's binary_logloss: 0.336013
[19] valid_0's auc: 0.909576 valid_0's binary_logloss: 0.336175 valid_1's auc: 0.906966 valid_1's binary_logloss: 0.333894
[20] valid_0's auc: 0.910455 valid_0's binary_logloss: 0.333445 valid_1's auc: 0.906931 valid_1's binary_logloss: 0.332059
[21] valid_0's auc: 0.911273 valid_0's binary_logloss: 0.330787 valid_1's auc: 0.907285 valid_1's binary_logloss: 0.330109
[22] valid_0's auc: 0.912074 valid_0's binary_logloss: 0.328439 valid_1's auc: 0.907317 valid_1's binary_logloss: 0.32877
[23] valid_0's auc: 0.912686 valid_0's binary_logloss: 0.326339 valid_1's auc: 0.907226 valid_1's binary_logloss: 0.327636
[24] valid_0's auc: 0.913571 valid_0's binary_logloss: 0.324128 valid_1's auc: 0.907432 valid_1's binary_logloss: 0.326242
[25] valid_0's auc: 0.914116 valid_0's binary_logloss: 0.322264 valid_1's auc: 0.907251 valid_1's binary_logloss: 0.32551
[26] valid_0's auc: 0.914708 valid_0's binary_logloss: 0.320488 valid_1's auc: 0.907327 valid_1's binary_logloss: 0.324633
[27] valid_0's auc: 0.91518 valid_0's binary_logloss: 0.318816 valid_1's auc: 0.907321 valid_1's binary_logloss: 0.32384
[28] valid_0's auc: 0.915702 valid_0's binary_logloss: 0.317272 valid_1's auc: 0.907233 valid_1's binary_logloss: 0.323304
[29] valid_0's auc: 0.916415 valid_0's binary_logloss: 0.315625 valid_1's auc: 0.907055 valid_1's binary_logloss: 0.322952
[30] valid_0's auc: 0.916801 valid_0's binary_logloss: 0.314325 valid_1's auc: 0.907132 valid_1's binary_logloss: 0.322293
[31] valid_0's auc: 0.917206 valid_0's binary_logloss: 0.313086 valid_1's auc: 0.907189 valid_1's binary_logloss: 0.321811
[32] valid_0's auc: 0.917656 valid_0's binary_logloss: 0.311898 valid_1's auc: 0.907343 valid_1's binary_logloss: 0.321211
[33] valid_0's auc: 0.918178 valid_0's binary_logloss: 0.310518 valid_1's auc: 0.907314 valid_1's binary_logloss: 0.32082
[34] valid_0's auc: 0.918631 valid_0's binary_logloss: 0.309331 valid_1's auc: 0.907341 valid_1's binary_logloss: 0.320465
[35] valid_0's auc: 0.919037 valid_0's binary_logloss: 0.308261 valid_1's auc: 0.907426 valid_1's binary_logloss: 0.319981
[36] valid_0's auc: 0.919468 valid_0's binary_logloss: 0.307212 valid_1's auc: 0.907501 valid_1's binary_logloss: 0.319661
[37] valid_0's auc: 0.919844 valid_0's binary_logloss: 0.306237 valid_1's auc: 0.90738 valid_1's binary_logloss: 0.31961
[38] valid_0's auc: 0.920349 valid_0's binary_logloss: 0.305123 valid_1's auc: 0.907299 valid_1's binary_logloss: 0.319397
[39] valid_0's auc: 0.920788 valid_0's binary_logloss: 0.304184 valid_1's auc: 0.907283 valid_1's binary_logloss: 0.319256
[40] valid_0's auc: 0.921133 valid_0's binary_logloss: 0.303349 valid_1's auc: 0.907272 valid_1's binary_logloss: 0.319157
[41] valid_0's auc: 0.92166 valid_0's binary_logloss: 0.302297 valid_1's auc: 0.907314 valid_1's binary_logloss: 0.318916
[42] valid_0's auc: 0.922152 valid_0's binary_logloss: 0.301268 valid_1's auc: 0.907401 valid_1's binary_logloss: 0.318656
[43] valid_0's auc: 0.922665 valid_0's binary_logloss: 0.300317 valid_1's auc: 0.90753 valid_1's binary_logloss: 0.318355
[44] valid_0's auc: 0.923005 valid_0's binary_logloss: 0.299625 valid_1's auc: 0.907641 valid_1's binary_logloss: 0.318043
[45] valid_0's auc: 0.923343 valid_0's binary_logloss: 0.298888 valid_1's auc: 0.9075 valid_1's binary_logloss: 0.318157
[46] valid_0's auc: 0.923757 valid_0's binary_logloss: 0.298114 valid_1's auc: 0.907425 valid_1's binary_logloss: 0.318073
[47] valid_0's auc: 0.924211 valid_0's binary_logloss: 0.297279 valid_1's auc: 0.907393 valid_1's binary_logloss: 0.318047
[48] valid_0's auc: 0.924601 valid_0's binary_logloss: 0.296483 valid_1's auc: 0.907399 valid_1's binary_logloss: 0.317973
[49] valid_0's auc: 0.925153 valid_0's binary_logloss: 0.295574 valid_1's auc: 0.907352 valid_1's binary_logloss: 0.318005
[50] valid_0's auc: 0.92558 valid_0's binary_logloss: 0.294749 valid_1's auc: 0.907272 valid_1's binary_logloss: 0.318067
[51] valid_0's auc: 0.925978 valid_0's binary_logloss: 0.294049 valid_1's auc: 0.907281 valid_1's binary_logloss: 0.318027
[52] valid_0's auc: 0.926402 valid_0's binary_logloss: 0.293351 valid_1's auc: 0.907414 valid_1's binary_logloss: 0.317854
[53] valid_0's auc: 0.926775 valid_0's binary_logloss: 0.292651 valid_1's auc: 0.907348 valid_1's binary_logloss: 0.317922
[54] valid_0's auc: 0.927093 valid_0's binary_logloss: 0.292067 valid_1's auc: 0.907474 valid_1's binary_logloss: 0.317656
[55] valid_0's auc: 0.927547 valid_0's binary_logloss: 0.291229 valid_1's auc: 0.907492 valid_1's binary_logloss: 0.317629
[56] valid_0's auc: 0.927892 valid_0's binary_logloss: 0.290597 valid_1's auc: 0.9075 valid_1's binary_logloss: 0.317593
[57] valid_0's auc: 0.928257 valid_0's binary_logloss: 0.289952 valid_1's auc: 0.907417 valid_1's binary_logloss: 0.317672
[58] valid_0's auc: 0.928574 valid_0's binary_logloss: 0.289375 valid_1's auc: 0.907451 valid_1's binary_logloss: 0.31761
[59] valid_0's auc: 0.928998 valid_0's binary_logloss: 0.288588 valid_1's auc: 0.9074 valid_1's binary_logloss: 0.317717
[60] valid_0's auc: 0.929325 valid_0's binary_logloss: 0.288029 valid_1's auc: 0.907459 valid_1's binary_logloss: 0.317616
[61] valid_0's auc: 0.92968 valid_0's binary_logloss: 0.287356 valid_1's auc: 0.907508 valid_1's binary_logloss: 0.317585
[62] valid_0's auc: 0.930031 valid_0's binary_logloss: 0.286794 valid_1's auc: 0.907473 valid_1's binary_logloss: 0.317605
[63] valid_0's auc: 0.930357 valid_0's binary_logloss: 0.286241 valid_1's auc: 0.9074 valid_1's binary_logloss: 0.317703
[64] valid_0's auc: 0.930635 valid_0's binary_logloss: 0.285766 valid_1's auc: 0.907456 valid_1's binary_logloss: 0.317606
[65] valid_0's auc: 0.93106 valid_0's binary_logloss: 0.285048 valid_1's auc: 0.907463 valid_1's binary_logloss: 0.317558
[66] valid_0's auc: 0.931405 valid_0's binary_logloss: 0.284433 valid_1's auc: 0.907349 valid_1's binary_logloss: 0.31776
[67] valid_0's auc: 0.931731 valid_0's binary_logloss: 0.283831 valid_1's auc: 0.90729 valid_1's binary_logloss: 0.317901
[68] valid_0's auc: 0.932049 valid_0's binary_logloss: 0.283241 valid_1's auc: 0.907312 valid_1's binary_logloss: 0.317877
[69] valid_0's auc: 0.932381 valid_0's binary_logloss: 0.282698 valid_1's auc: 0.907133 valid_1's binary_logloss: 0.318154
[70] valid_0's auc: 0.932691 valid_0's binary_logloss: 0.282134 valid_1's auc: 0.907224 valid_1's binary_logloss: 0.318021
[71] valid_0's auc: 0.932943 valid_0's binary_logloss: 0.281649 valid_1's auc: 0.907162 valid_1's binary_logloss: 0.318097
[72] valid_0's auc: 0.933218 valid_0's binary_logloss: 0.281141 valid_1's auc: 0.907081 valid_1's binary_logloss: 0.318177
[73] valid_0's auc: 0.933531 valid_0's binary_logloss: 0.280638 valid_1's auc: 0.907073 valid_1's binary_logloss: 0.318188
[74] valid_0's auc: 0.933742 valid_0's binary_logloss: 0.280173 valid_1's auc: 0.907083 valid_1's binary_logloss: 0.318187
[75] valid_0's auc: 0.934057 valid_0's binary_logloss: 0.279617 valid_1's auc: 0.907044 valid_1's binary_logloss: 0.318295
[76] valid_0's auc: 0.934279 valid_0's binary_logloss: 0.279176 valid_1's auc: 0.906976 valid_1's binary_logloss: 0.318397
[77] valid_0's auc: 0.934596 valid_0's binary_logloss: 0.278654 valid_1's auc: 0.907055 valid_1's binary_logloss: 0.31833
[78] valid_0's auc: 0.93485 valid_0's binary_logloss: 0.278215 valid_1's auc: 0.906994 valid_1's binary_logloss: 0.31847
[79] valid_0's auc: 0.935126 valid_0's binary_logloss: 0.277719 valid_1's auc: 0.907014 valid_1's binary_logloss: 0.318454
[80] valid_0's auc: 0.935419 valid_0's binary_logloss: 0.277261 valid_1's auc: 0.907022 valid_1's binary_logloss: 0.318455
[81] valid_0's auc: 0.935742 valid_0's binary_logloss: 0.276751 valid_1's auc: 0.906965 valid_1's binary_logloss: 0.318558
[82] valid_0's auc: 0.935973 valid_0's binary_logloss: 0.276331 valid_1's auc: 0.907089 valid_1's binary_logloss: 0.318398
[83] valid_0's auc: 0.936358 valid_0's binary_logloss: 0.275673 valid_1's auc: 0.907033 valid_1's binary_logloss: 0.3185
[84] valid_0's auc: 0.936625 valid_0's binary_logloss: 0.275194 valid_1's auc: 0.907014 valid_1's binary_logloss: 0.318523
[85] valid_0's auc: 0.936949 valid_0's binary_logloss: 0.274613 valid_1's auc: 0.907055 valid_1's binary_logloss: 0.318477
[86] valid_0's auc: 0.937172 valid_0's binary_logloss: 0.274222 valid_1's auc: 0.906924 valid_1's binary_logloss: 0.318724
[87] valid_0's auc: 0.93734 valid_0's binary_logloss: 0.27388 valid_1's auc: 0.906917 valid_1's binary_logloss: 0.318732
[88] valid_0's auc: 0.93764 valid_0's binary_logloss: 0.273377 valid_1's auc: 0.906955 valid_1's binary_logloss: 0.318652
[89] valid_0's auc: 0.937857 valid_0's binary_logloss: 0.272923 valid_1's auc: 0.90689 valid_1's binary_logloss: 0.318769
[90] valid_0's auc: 0.938155 valid_0's binary_logloss: 0.272436 valid_1's auc: 0.906809 valid_1's binary_logloss: 0.318924
[91] valid_0's auc: 0.938364 valid_0's binary_logloss: 0.272015 valid_1's auc: 0.906737 valid_1's binary_logloss: 0.31909
[92] valid_0's auc: 0.938651 valid_0's binary_logloss: 0.271503 valid_1's auc: 0.906695 valid_1's binary_logloss: 0.319158
[93] valid_0's auc: 0.938853 valid_0's binary_logloss: 0.271152 valid_1's auc: 0.906674 valid_1's binary_logloss: 0.319206
[94] valid_0's auc: 0.939104 valid_0's binary_logloss: 0.270696 valid_1's auc: 0.906641 valid_1's binary_logloss: 0.319253
[95] valid_0's auc: 0.939377 valid_0's binary_logloss: 0.270242 valid_1's auc: 0.906489 valid_1's binary_logloss: 0.319521
[96] valid_0's auc: 0.939675 valid_0's binary_logloss: 0.269754 valid_1's auc: 0.906398 valid_1's binary_logloss: 0.319658
[97] valid_0's auc: 0.939898 valid_0's binary_logloss: 0.26939 valid_1's auc: 0.906433 valid_1's binary_logloss: 0.319611
[98] valid_0's auc: 0.940301 valid_0's binary_logloss: 0.268733 valid_1's auc: 0.906466 valid_1's binary_logloss: 0.31952
[99] valid_0's auc: 0.940487 valid_0's binary_logloss: 0.268323 valid_1's auc: 0.906351 valid_1's binary_logloss: 0.319709
[100] valid_0's auc: 0.940684 valid_0's binary_logloss: 0.267966 valid_1's auc: 0.906257 valid_1's binary_logloss: 0.319914
[101] valid_0's auc: 0.940864 valid_0's binary_logloss: 0.267536 valid_1's auc: 0.906281 valid_1's binary_logloss: 0.319888
[102] valid_0's auc: 0.94102 valid_0's binary_logloss: 0.267175 valid_1's auc: 0.9062 valid_1's binary_logloss: 0.320074
[103] valid_0's auc: 0.941195 valid_0's binary_logloss: 0.266812 valid_1's auc: 0.906306 valid_1's binary_logloss: 0.319989
[104] valid_0's auc: 0.941338 valid_0's binary_logloss: 0.266494 valid_1's auc: 0.906282 valid_1's binary_logloss: 0.320094
[105] valid_0's auc: 0.941478 valid_0's binary_logloss: 0.266194 valid_1's auc: 0.906191 valid_1's binary_logloss: 0.320248
[106] valid_0's auc: 0.941737 valid_0's binary_logloss: 0.265719 valid_1's auc: 0.9062 valid_1's binary_logloss: 0.320327
[107] valid_0's auc: 0.941926 valid_0's binary_logloss: 0.265387 valid_1's auc: 0.906224 valid_1's binary_logloss: 0.320293
[108] valid_0's auc: 0.942205 valid_0's binary_logloss: 0.264886 valid_1's auc: 0.906188 valid_1's binary_logloss: 0.320353
[109] valid_0's auc: 0.94239 valid_0's binary_logloss: 0.264586 valid_1's auc: 0.90619 valid_1's binary_logloss: 0.320368
[110] valid_0's auc: 0.942552 valid_0's binary_logloss: 0.264199 valid_1's auc: 0.906049 valid_1's binary_logloss: 0.320586
[111] valid_0's auc: 0.942737 valid_0's binary_logloss: 0.263828 valid_1's auc: 0.906039 valid_1's binary_logloss: 0.320584
[112] valid_0's auc: 0.943023 valid_0's binary_logloss: 0.263311 valid_1's auc: 0.90597 valid_1's binary_logloss: 0.320716
[113] valid_0's auc: 0.943241 valid_0's binary_logloss: 0.262941 valid_1's auc: 0.90591 valid_1's binary_logloss: 0.3208
[114] valid_0's auc: 0.943462 valid_0's binary_logloss: 0.262526 valid_1's auc: 0.905888 valid_1's binary_logloss: 0.320928
[115] valid_0's auc: 0.943755 valid_0's binary_logloss: 0.262022 valid_1's auc: 0.905861 valid_1's binary_logloss: 0.320989
[116] valid_0's auc: 0.944045 valid_0's binary_logloss: 0.261487 valid_1's auc: 0.90579 valid_1's binary_logloss: 0.321123
[117] valid_0's auc: 0.944248 valid_0's binary_logloss: 0.261086 valid_1's auc: 0.905841 valid_1's binary_logloss: 0.321138
[118] valid_0's auc: 0.94446 valid_0's binary_logloss: 0.260664 valid_1's auc: 0.905738 valid_1's binary_logloss: 0.321276
[119] valid_0's auc: 0.944668 valid_0's binary_logloss: 0.260306 valid_1's auc: 0.905811 valid_1's binary_logloss: 0.32118
[120] valid_0's auc: 0.944805 valid_0's binary_logloss: 0.260026 valid_1's auc: 0.905723 valid_1's binary_logloss: 0.321358
[121] valid_0's auc: 0.945075 valid_0's binary_logloss: 0.259516 valid_1's auc: 0.905567 valid_1's binary_logloss: 0.32167
[122] valid_0's auc: 0.945302 valid_0's binary_logloss: 0.259083 valid_1's auc: 0.905624 valid_1's binary_logloss: 0.321597
[123] valid_0's auc: 0.945541 valid_0's binary_logloss: 0.258627 valid_1's auc: 0.905621 valid_1's binary_logloss: 0.321637
[124] valid_0's auc: 0.945707 valid_0's binary_logloss: 0.258332 valid_1's auc: 0.905581 valid_1's binary_logloss: 0.321709
[125] valid_0's auc: 0.94588 valid_0's binary_logloss: 0.25798 valid_1's auc: 0.905563 valid_1's binary_logloss: 0.321798
[126] valid_0's auc: 0.946113 valid_0's binary_logloss: 0.257554 valid_1's auc: 0.905489 valid_1's binary_logloss: 0.321939
[127] valid_0's auc: 0.94628 valid_0's binary_logloss: 0.257213 valid_1's auc: 0.905468 valid_1's binary_logloss: 0.321984
[128] valid_0's auc: 0.94649 valid_0's binary_logloss: 0.256786 valid_1's auc: 0.905372 valid_1's binary_logloss: 0.322167
[129] valid_0's auc: 0.946719 valid_0's binary_logloss: 0.256328 valid_1's auc: 0.905383 valid_1's binary_logloss: 0.322155
[130] valid_0's auc: 0.946867 valid_0's binary_logloss: 0.25604 valid_1's auc: 0.905365 valid_1's binary_logloss: 0.322178
[131] valid_0's auc: 0.94708 valid_0's binary_logloss: 0.255653 valid_1's auc: 0.905246 valid_1's binary_logloss: 0.322337
[132] valid_0's auc: 0.947412 valid_0's binary_logloss: 0.255069 valid_1's auc: 0.90526 valid_1's binary_logloss: 0.322373
[133] valid_0's auc: 0.947537 valid_0's binary_logloss: 0.25479 valid_1's auc: 0.9052 valid_1's binary_logloss: 0.322414
[134] valid_0's auc: 0.94771 valid_0's binary_logloss: 0.254426 valid_1's auc: 0.905241 valid_1's binary_logloss: 0.322468
[135] valid_0's auc: 0.947872 valid_0's binary_logloss: 0.254109 valid_1's auc: 0.905226 valid_1's binary_logloss: 0.322507
[136] valid_0's auc: 0.948043 valid_0's binary_logloss: 0.253782 valid_1's auc: 0.905114 valid_1's binary_logloss: 0.322691
[137] valid_0's auc: 0.948265 valid_0's binary_logloss: 0.253378 valid_1's auc: 0.905057 valid_1's binary_logloss: 0.322831
[138] valid_0's auc: 0.948417 valid_0's binary_logloss: 0.253083 valid_1's auc: 0.905034 valid_1's binary_logloss: 0.322968
[139] valid_0's auc: 0.948591 valid_0's binary_logloss: 0.252767 valid_1's auc: 0.905094 valid_1's binary_logloss: 0.322893
[140] valid_0's auc: 0.948675 valid_0's binary_logloss: 0.252549 valid_1's auc: 0.904995 valid_1's binary_logloss: 0.323132
[141] valid_0's auc: 0.948869 valid_0's binary_logloss: 0.252154 valid_1's auc: 0.904892 valid_1's binary_logloss: 0.323301
[142] valid_0's auc: 0.949082 valid_0's binary_logloss: 0.251727 valid_1's auc: 0.904989 valid_1's binary_logloss: 0.323075
[143] valid_0's auc: 0.949271 valid_0's binary_logloss: 0.251369 valid_1's auc: 0.904933 valid_1's binary_logloss: 0.323202
[144] valid_0's auc: 0.949451 valid_0's binary_logloss: 0.250989 valid_1's auc: 0.904911 valid_1's binary_logloss: 0.323288
Early stopping, best iteration is:
[44] valid_0's auc: 0.923005 valid_0's binary_logloss: 0.299625 valid_1's auc: 0.907641 valid_1's binary_logloss: 0.318043
[1] valid_0's auc: 0.889017 valid_0's binary_logloss: 0.51704 valid_1's auc: 0.893003 valid_1's binary_logloss: 0.508663
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.893965 valid_0's binary_logloss: 0.48775 valid_1's auc: 0.898564 valid_1's binary_logloss: 0.47888
[3] valid_0's auc: 0.895655 valid_0's binary_logloss: 0.464581 valid_1's auc: 0.900964 valid_1's binary_logloss: 0.455298
[4] valid_0's auc: 0.897539 valid_0's binary_logloss: 0.445277 valid_1's auc: 0.902035 valid_1's binary_logloss: 0.435832
[5] valid_0's auc: 0.898387 valid_0's binary_logloss: 0.429396 valid_1's auc: 0.902551 valid_1's binary_logloss: 0.419909
[6] valid_0's auc: 0.899784 valid_0's binary_logloss: 0.415601 valid_1's auc: 0.903665 valid_1's binary_logloss: 0.405988
[7] valid_0's auc: 0.900831 valid_0's binary_logloss: 0.403734 valid_1's auc: 0.904525 valid_1's binary_logloss: 0.394007
[8] valid_0's auc: 0.902074 valid_0's binary_logloss: 0.393454 valid_1's auc: 0.904554 valid_1's binary_logloss: 0.384534
[9] valid_0's auc: 0.902691 valid_0's binary_logloss: 0.384773 valid_1's auc: 0.904903 valid_1's binary_logloss: 0.376052
[10] valid_0's auc: 0.903406 valid_0's binary_logloss: 0.377125 valid_1's auc: 0.905336 valid_1's binary_logloss: 0.36871
[11] valid_0's auc: 0.904104 valid_0's binary_logloss: 0.370202 valid_1's auc: 0.905376 valid_1's binary_logloss: 0.36243
[12] valid_0's auc: 0.904891 valid_0's binary_logloss: 0.364111 valid_1's auc: 0.905619 valid_1's binary_logloss: 0.356926
[13] valid_0's auc: 0.905957 valid_0's binary_logloss: 0.358664 valid_1's auc: 0.906293 valid_1's binary_logloss: 0.351824
[14] valid_0's auc: 0.906835 valid_0's binary_logloss: 0.35382 valid_1's auc: 0.907068 valid_1's binary_logloss: 0.347514
[15] valid_0's auc: 0.907499 valid_0's binary_logloss: 0.349488 valid_1's auc: 0.907347 valid_1's binary_logloss: 0.34372
[16] valid_0's auc: 0.908278 valid_0's binary_logloss: 0.345434 valid_1's auc: 0.907582 valid_1's binary_logloss: 0.340404
[17] valid_0's auc: 0.908963 valid_0's binary_logloss: 0.341925 valid_1's auc: 0.90786 valid_1's binary_logloss: 0.337467
[18] valid_0's auc: 0.909506 valid_0's binary_logloss: 0.33877 valid_1's auc: 0.908011 valid_1's binary_logloss: 0.334924
[19] valid_0's auc: 0.910325 valid_0's binary_logloss: 0.335693 valid_1's auc: 0.908188 valid_1's binary_logloss: 0.332695
[20] valid_0's auc: 0.910811 valid_0's binary_logloss: 0.333061 valid_1's auc: 0.908235 valid_1's binary_logloss: 0.330738
[21] valid_0's auc: 0.911457 valid_0's binary_logloss: 0.33059 valid_1's auc: 0.908285 valid_1's binary_logloss: 0.329008
[22] valid_0's auc: 0.91208 valid_0's binary_logloss: 0.328273 valid_1's auc: 0.908597 valid_1's binary_logloss: 0.327193
[23] valid_0's auc: 0.912696 valid_0's binary_logloss: 0.326188 valid_1's auc: 0.90879 valid_1's binary_logloss: 0.325776
[24] valid_0's auc: 0.913437 valid_0's binary_logloss: 0.324096 valid_1's auc: 0.909015 valid_1's binary_logloss: 0.324428
[25] valid_0's auc: 0.914099 valid_0's binary_logloss: 0.322178 valid_1's auc: 0.909367 valid_1's binary_logloss: 0.323024
[26] valid_0's auc: 0.914848 valid_0's binary_logloss: 0.320278 valid_1's auc: 0.909443 valid_1's binary_logloss: 0.322028
[27] valid_0's auc: 0.915368 valid_0's binary_logloss: 0.318709 valid_1's auc: 0.909531 valid_1's binary_logloss: 0.321119
[28] valid_0's auc: 0.915901 valid_0's binary_logloss: 0.317124 valid_1's auc: 0.909502 valid_1's binary_logloss: 0.320442
[29] valid_0's auc: 0.916539 valid_0's binary_logloss: 0.315481 valid_1's auc: 0.909427 valid_1's binary_logloss: 0.319912
[30] valid_0's auc: 0.917199 valid_0's binary_logloss: 0.313941 valid_1's auc: 0.909411 valid_1's binary_logloss: 0.319377
[31] valid_0's auc: 0.917762 valid_0's binary_logloss: 0.312489 valid_1's auc: 0.909552 valid_1's binary_logloss: 0.31874
[32] valid_0's auc: 0.918363 valid_0's binary_logloss: 0.311025 valid_1's auc: 0.909419 valid_1's binary_logloss: 0.318411
[33] valid_0's auc: 0.918787 valid_0's binary_logloss: 0.309888 valid_1's auc: 0.909489 valid_1's binary_logloss: 0.317904
[34] valid_0's auc: 0.919222 valid_0's binary_logloss: 0.308721 valid_1's auc: 0.90948 valid_1's binary_logloss: 0.317581
[35] valid_0's auc: 0.919692 valid_0's binary_logloss: 0.307598 valid_1's auc: 0.909479 valid_1's binary_logloss: 0.31723
[36] valid_0's auc: 0.920165 valid_0's binary_logloss: 0.306529 valid_1's auc: 0.909508 valid_1's binary_logloss: 0.316949
[37] valid_0's auc: 0.920518 valid_0's binary_logloss: 0.305578 valid_1's auc: 0.909468 valid_1's binary_logloss: 0.316719
[38] valid_0's auc: 0.920964 valid_0's binary_logloss: 0.304573 valid_1's auc: 0.909618 valid_1's binary_logloss: 0.316259
[39] valid_0's auc: 0.921413 valid_0's binary_logloss: 0.303538 valid_1's auc: 0.90968 valid_1's binary_logloss: 0.31597
[40] valid_0's auc: 0.921827 valid_0's binary_logloss: 0.302604 valid_1's auc: 0.909769 valid_1's binary_logloss: 0.315659
[41] valid_0's auc: 0.922248 valid_0's binary_logloss: 0.301637 valid_1's auc: 0.910064 valid_1's binary_logloss: 0.315096
[42] valid_0's auc: 0.92268 valid_0's binary_logloss: 0.300781 valid_1's auc: 0.910248 valid_1's binary_logloss: 0.314713
[43] valid_0's auc: 0.923159 valid_0's binary_logloss: 0.299782 valid_1's auc: 0.910295 valid_1's binary_logloss: 0.314557
[44] valid_0's auc: 0.923571 valid_0's binary_logloss: 0.298949 valid_1's auc: 0.910375 valid_1's binary_logloss: 0.314362
[45] valid_0's auc: 0.923957 valid_0's binary_logloss: 0.298126 valid_1's auc: 0.910473 valid_1's binary_logloss: 0.314007
[46] valid_0's auc: 0.92435 valid_0's binary_logloss: 0.297349 valid_1's auc: 0.91047 valid_1's binary_logloss: 0.313925
[47] valid_0's auc: 0.924713 valid_0's binary_logloss: 0.296625 valid_1's auc: 0.910288 valid_1's binary_logloss: 0.314068
[48] valid_0's auc: 0.925081 valid_0's binary_logloss: 0.295895 valid_1's auc: 0.910327 valid_1's binary_logloss: 0.313981
[49] valid_0's auc: 0.925486 valid_0's binary_logloss: 0.295234 valid_1's auc: 0.91031 valid_1's binary_logloss: 0.31392
[50] valid_0's auc: 0.925864 valid_0's binary_logloss: 0.294542 valid_1's auc: 0.91023 valid_1's binary_logloss: 0.313957
[51] valid_0's auc: 0.926162 valid_0's binary_logloss: 0.293987 valid_1's auc: 0.910083 valid_1's binary_logloss: 0.314078
[52] valid_0's auc: 0.926656 valid_0's binary_logloss: 0.293165 valid_1's auc: 0.910125 valid_1's binary_logloss: 0.313957
[53] valid_0's auc: 0.92702 valid_0's binary_logloss: 0.292483 valid_1's auc: 0.910159 valid_1's binary_logloss: 0.313865
[54] valid_0's auc: 0.927388 valid_0's binary_logloss: 0.291784 valid_1's auc: 0.910105 valid_1's binary_logloss: 0.313926
[55] valid_0's auc: 0.927743 valid_0's binary_logloss: 0.291075 valid_1's auc: 0.910236 valid_1's binary_logloss: 0.313686
[56] valid_0's auc: 0.928161 valid_0's binary_logloss: 0.29034 valid_1's auc: 0.910356 valid_1's binary_logloss: 0.313502
[57] valid_0's auc: 0.928568 valid_0's binary_logloss: 0.289642 valid_1's auc: 0.910246 valid_1's binary_logloss: 0.313583
[58] valid_0's auc: 0.928869 valid_0's binary_logloss: 0.289132 valid_1's auc: 0.910163 valid_1's binary_logloss: 0.313662
[59] valid_0's auc: 0.929294 valid_0's binary_logloss: 0.288419 valid_1's auc: 0.910043 valid_1's binary_logloss: 0.313812
[60] valid_0's auc: 0.929718 valid_0's binary_logloss: 0.287745 valid_1's auc: 0.910005 valid_1's binary_logloss: 0.313816
[61] valid_0's auc: 0.930139 valid_0's binary_logloss: 0.287021 valid_1's auc: 0.910146 valid_1's binary_logloss: 0.313558
[62] valid_0's auc: 0.930571 valid_0's binary_logloss: 0.28629 valid_1's auc: 0.910101 valid_1's binary_logloss: 0.313647
[63] valid_0's auc: 0.93084 valid_0's binary_logloss: 0.285798 valid_1's auc: 0.910121 valid_1's binary_logloss: 0.313557
[64] valid_0's auc: 0.931204 valid_0's binary_logloss: 0.285154 valid_1's auc: 0.910041 valid_1's binary_logloss: 0.313733
[65] valid_0's auc: 0.931571 valid_0's binary_logloss: 0.284514 valid_1's auc: 0.909906 valid_1's binary_logloss: 0.313987
[66] valid_0's auc: 0.931838 valid_0's binary_logloss: 0.284033 valid_1's auc: 0.909837 valid_1's binary_logloss: 0.314104
[67] valid_0's auc: 0.932112 valid_0's binary_logloss: 0.283505 valid_1's auc: 0.909743 valid_1's binary_logloss: 0.314247
[68] valid_0's auc: 0.932416 valid_0's binary_logloss: 0.282919 valid_1's auc: 0.909736 valid_1's binary_logloss: 0.314236
[69] valid_0's auc: 0.932769 valid_0's binary_logloss: 0.282291 valid_1's auc: 0.909849 valid_1's binary_logloss: 0.314079
[70] valid_0's auc: 0.933092 valid_0's binary_logloss: 0.281764 valid_1's auc: 0.909697 valid_1's binary_logloss: 0.314311
[71] valid_0's auc: 0.933456 valid_0's binary_logloss: 0.281123 valid_1's auc: 0.90969 valid_1's binary_logloss: 0.314301
[72] valid_0's auc: 0.933786 valid_0's binary_logloss: 0.280537 valid_1's auc: 0.909724 valid_1's binary_logloss: 0.314299
[73] valid_0's auc: 0.934014 valid_0's binary_logloss: 0.280053 valid_1's auc: 0.909614 valid_1's binary_logloss: 0.314448
[74] valid_0's auc: 0.934294 valid_0's binary_logloss: 0.279571 valid_1's auc: 0.909529 valid_1's binary_logloss: 0.31456
[75] valid_0's auc: 0.93471 valid_0's binary_logloss: 0.278858 valid_1's auc: 0.909491 valid_1's binary_logloss: 0.314579
[76] valid_0's auc: 0.934963 valid_0's binary_logloss: 0.278416 valid_1's auc: 0.909428 valid_1's binary_logloss: 0.314662
[77] valid_0's auc: 0.935162 valid_0's binary_logloss: 0.278073 valid_1's auc: 0.909187 valid_1's binary_logloss: 0.315032
[78] valid_0's auc: 0.935572 valid_0's binary_logloss: 0.277355 valid_1's auc: 0.909107 valid_1's binary_logloss: 0.315119
[79] valid_0's auc: 0.935833 valid_0's binary_logloss: 0.276878 valid_1's auc: 0.909091 valid_1's binary_logloss: 0.315151
[80] valid_0's auc: 0.936089 valid_0's binary_logloss: 0.276374 valid_1's auc: 0.909104 valid_1's binary_logloss: 0.315185
[81] valid_0's auc: 0.936339 valid_0's binary_logloss: 0.275936 valid_1's auc: 0.909022 valid_1's binary_logloss: 0.315308
[82] valid_0's auc: 0.936495 valid_0's binary_logloss: 0.275682 valid_1's auc: 0.908859 valid_1's binary_logloss: 0.315611
[83] valid_0's auc: 0.936685 valid_0's binary_logloss: 0.275276 valid_1's auc: 0.908765 valid_1's binary_logloss: 0.31579
[84] valid_0's auc: 0.937002 valid_0's binary_logloss: 0.274721 valid_1's auc: 0.908742 valid_1's binary_logloss: 0.315785
[85] valid_0's auc: 0.937259 valid_0's binary_logloss: 0.274285 valid_1's auc: 0.908752 valid_1's binary_logloss: 0.315775
[86] valid_0's auc: 0.937473 valid_0's binary_logloss: 0.273799 valid_1's auc: 0.908738 valid_1's binary_logloss: 0.315823
[87] valid_0's auc: 0.937714 valid_0's binary_logloss: 0.273317 valid_1's auc: 0.908719 valid_1's binary_logloss: 0.31583
[88] valid_0's auc: 0.937893 valid_0's binary_logloss: 0.272969 valid_1's auc: 0.908543 valid_1's binary_logloss: 0.316114
[89] valid_0's auc: 0.938071 valid_0's binary_logloss: 0.272584 valid_1's auc: 0.908586 valid_1's binary_logloss: 0.316094
[90] valid_0's auc: 0.938384 valid_0's binary_logloss: 0.272057 valid_1's auc: 0.908536 valid_1's binary_logloss: 0.316209
[91] valid_0's auc: 0.938713 valid_0's binary_logloss: 0.271461 valid_1's auc: 0.908592 valid_1's binary_logloss: 0.316161
[92] valid_0's auc: 0.938927 valid_0's binary_logloss: 0.270985 valid_1's auc: 0.908525 valid_1's binary_logloss: 0.316219
[93] valid_0's auc: 0.939251 valid_0's binary_logloss: 0.270397 valid_1's auc: 0.908375 valid_1's binary_logloss: 0.316456
[94] valid_0's auc: 0.939444 valid_0's binary_logloss: 0.270047 valid_1's auc: 0.908288 valid_1's binary_logloss: 0.316567
[95] valid_0's auc: 0.93964 valid_0's binary_logloss: 0.269703 valid_1's auc: 0.908333 valid_1's binary_logloss: 0.316515
[96] valid_0's auc: 0.93981 valid_0's binary_logloss: 0.269332 valid_1's auc: 0.908222 valid_1's binary_logloss: 0.316712
[97] valid_0's auc: 0.940066 valid_0's binary_logloss: 0.268872 valid_1's auc: 0.908168 valid_1's binary_logloss: 0.316877
[98] valid_0's auc: 0.940238 valid_0's binary_logloss: 0.268531 valid_1's auc: 0.908051 valid_1's binary_logloss: 0.317097
[99] valid_0's auc: 0.940582 valid_0's binary_logloss: 0.267968 valid_1's auc: 0.907989 valid_1's binary_logloss: 0.317212
[100] valid_0's auc: 0.940784 valid_0's binary_logloss: 0.267537 valid_1's auc: 0.907983 valid_1's binary_logloss: 0.317208
[101] valid_0's auc: 0.940996 valid_0's binary_logloss: 0.26718 valid_1's auc: 0.90791 valid_1's binary_logloss: 0.317335
[102] valid_0's auc: 0.941186 valid_0's binary_logloss: 0.266768 valid_1's auc: 0.907955 valid_1's binary_logloss: 0.317285
[103] valid_0's auc: 0.941446 valid_0's binary_logloss: 0.266308 valid_1's auc: 0.907801 valid_1's binary_logloss: 0.3176
[104] valid_0's auc: 0.941663 valid_0's binary_logloss: 0.265849 valid_1's auc: 0.907797 valid_1's binary_logloss: 0.317633
[105] valid_0's auc: 0.941861 valid_0's binary_logloss: 0.265473 valid_1's auc: 0.907767 valid_1's binary_logloss: 0.317711
[106] valid_0's auc: 0.94219 valid_0's binary_logloss: 0.264897 valid_1's auc: 0.907788 valid_1's binary_logloss: 0.317689
[107] valid_0's auc: 0.942315 valid_0's binary_logloss: 0.264613 valid_1's auc: 0.90775 valid_1's binary_logloss: 0.317765
[108] valid_0's auc: 0.942556 valid_0's binary_logloss: 0.264181 valid_1's auc: 0.907728 valid_1's binary_logloss: 0.317789
[109] valid_0's auc: 0.942729 valid_0's binary_logloss: 0.26389 valid_1's auc: 0.907689 valid_1's binary_logloss: 0.317876
[110] valid_0's auc: 0.942944 valid_0's binary_logloss: 0.263509 valid_1's auc: 0.907737 valid_1's binary_logloss: 0.317831
[111] valid_0's auc: 0.943158 valid_0's binary_logloss: 0.263108 valid_1's auc: 0.907734 valid_1's binary_logloss: 0.317844
[112] valid_0's auc: 0.943453 valid_0's binary_logloss: 0.262613 valid_1's auc: 0.907754 valid_1's binary_logloss: 0.317807
[113] valid_0's auc: 0.943648 valid_0's binary_logloss: 0.262268 valid_1's auc: 0.907776 valid_1's binary_logloss: 0.317779
[114] valid_0's auc: 0.943804 valid_0's binary_logloss: 0.261914 valid_1's auc: 0.907781 valid_1's binary_logloss: 0.317837
[115] valid_0's auc: 0.944071 valid_0's binary_logloss: 0.261404 valid_1's auc: 0.907703 valid_1's binary_logloss: 0.31802
[116] valid_0's auc: 0.944224 valid_0's binary_logloss: 0.261089 valid_1's auc: 0.907623 valid_1's binary_logloss: 0.318207
[117] valid_0's auc: 0.944503 valid_0's binary_logloss: 0.260612 valid_1's auc: 0.90747 valid_1's binary_logloss: 0.318462
[118] valid_0's auc: 0.944698 valid_0's binary_logloss: 0.26025 valid_1's auc: 0.907394 valid_1's binary_logloss: 0.318634
[119] valid_0's auc: 0.944867 valid_0's binary_logloss: 0.259948 valid_1's auc: 0.907315 valid_1's binary_logloss: 0.318809
[120] valid_0's auc: 0.94505 valid_0's binary_logloss: 0.259568 valid_1's auc: 0.907304 valid_1's binary_logloss: 0.318769
[121] valid_0's auc: 0.945347 valid_0's binary_logloss: 0.258982 valid_1's auc: 0.907208 valid_1's binary_logloss: 0.318959
[122] valid_0's auc: 0.945536 valid_0's binary_logloss: 0.258641 valid_1's auc: 0.907201 valid_1's binary_logloss: 0.319004
[123] valid_0's auc: 0.945727 valid_0's binary_logloss: 0.258278 valid_1's auc: 0.907018 valid_1's binary_logloss: 0.319318
[124] valid_0's auc: 0.945946 valid_0's binary_logloss: 0.257886 valid_1's auc: 0.906923 valid_1's binary_logloss: 0.3195
[125] valid_0's auc: 0.946076 valid_0's binary_logloss: 0.257628 valid_1's auc: 0.90691 valid_1's binary_logloss: 0.319492
[126] valid_0's auc: 0.946299 valid_0's binary_logloss: 0.257211 valid_1's auc: 0.906892 valid_1's binary_logloss: 0.319499
[127] valid_0's auc: 0.946494 valid_0's binary_logloss: 0.256828 valid_1's auc: 0.906909 valid_1's binary_logloss: 0.319445
[128] valid_0's auc: 0.946785 valid_0's binary_logloss: 0.256324 valid_1's auc: 0.906988 valid_1's binary_logloss: 0.319338
[129] valid_0's auc: 0.946951 valid_0's binary_logloss: 0.25596 valid_1's auc: 0.906912 valid_1's binary_logloss: 0.319526
[130] valid_0's auc: 0.947072 valid_0's binary_logloss: 0.25569 valid_1's auc: 0.906869 valid_1's binary_logloss: 0.319609
[131] valid_0's auc: 0.94721 valid_0's binary_logloss: 0.255416 valid_1's auc: 0.906816 valid_1's binary_logloss: 0.319682
[132] valid_0's auc: 0.947377 valid_0's binary_logloss: 0.255084 valid_1's auc: 0.906746 valid_1's binary_logloss: 0.319828
[133] valid_0's auc: 0.947613 valid_0's binary_logloss: 0.254648 valid_1's auc: 0.906606 valid_1's binary_logloss: 0.320084
[134] valid_0's auc: 0.947812 valid_0's binary_logloss: 0.254261 valid_1's auc: 0.906662 valid_1's binary_logloss: 0.320032
[135] valid_0's auc: 0.947997 valid_0's binary_logloss: 0.253907 valid_1's auc: 0.906556 valid_1's binary_logloss: 0.320237
[136] valid_0's auc: 0.948131 valid_0's binary_logloss: 0.253582 valid_1's auc: 0.906618 valid_1's binary_logloss: 0.320121
[137] valid_0's auc: 0.948254 valid_0's binary_logloss: 0.25333 valid_1's auc: 0.906604 valid_1's binary_logloss: 0.320167
[138] valid_0's auc: 0.948437 valid_0's binary_logloss: 0.252955 valid_1's auc: 0.906663 valid_1's binary_logloss: 0.320131
[139] valid_0's auc: 0.948623 valid_0's binary_logloss: 0.252624 valid_1's auc: 0.906604 valid_1's binary_logloss: 0.320245
[140] valid_0's auc: 0.948722 valid_0's binary_logloss: 0.252391 valid_1's auc: 0.906519 valid_1's binary_logloss: 0.320346
[141] valid_0's auc: 0.948873 valid_0's binary_logloss: 0.252106 valid_1's auc: 0.90639 valid_1's binary_logloss: 0.320531
[142] valid_0's auc: 0.949089 valid_0's binary_logloss: 0.251688 valid_1's auc: 0.9063 valid_1's binary_logloss: 0.320703
[143] valid_0's auc: 0.949202 valid_0's binary_logloss: 0.251417 valid_1's auc: 0.906234 valid_1's binary_logloss: 0.32093
[144] valid_0's auc: 0.94938 valid_0's binary_logloss: 0.251061 valid_1's auc: 0.906265 valid_1's binary_logloss: 0.320934
[145] valid_0's auc: 0.949575 valid_0's binary_logloss: 0.250724 valid_1's auc: 0.906234 valid_1's binary_logloss: 0.321002
Early stopping, best iteration is:
[45] valid_0's auc: 0.923957 valid_0's binary_logloss: 0.298126 valid_1's auc: 0.910473 valid_1's binary_logloss: 0.314007
[1] valid_0's auc: 0.883716 valid_0's binary_logloss: 0.517437 valid_1's auc: 0.891829 valid_1's binary_logloss: 0.508331
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.890073 valid_0's binary_logloss: 0.488559 valid_1's auc: 0.895643 valid_1's binary_logloss: 0.47903
[3] valid_0's auc: 0.89469 valid_0's binary_logloss: 0.465046 valid_1's auc: 0.899849 valid_1's binary_logloss: 0.455412
[4] valid_0's auc: 0.896069 valid_0's binary_logloss: 0.445806 valid_1's auc: 0.901287 valid_1's binary_logloss: 0.435833
[5] valid_0's auc: 0.897389 valid_0's binary_logloss: 0.429622 valid_1's auc: 0.901269 valid_1's binary_logloss: 0.419878
[6] valid_0's auc: 0.898537 valid_0's binary_logloss: 0.415829 valid_1's auc: 0.90164 valid_1's binary_logloss: 0.406518
[7] valid_0's auc: 0.899913 valid_0's binary_logloss: 0.404082 valid_1's auc: 0.90253 valid_1's binary_logloss: 0.394728
[8] valid_0's auc: 0.90085 valid_0's binary_logloss: 0.394009 valid_1's auc: 0.90316 valid_1's binary_logloss: 0.384967
[9] valid_0's auc: 0.901575 valid_0's binary_logloss: 0.385168 valid_1's auc: 0.904068 valid_1's binary_logloss: 0.376241
[10] valid_0's auc: 0.902151 valid_0's binary_logloss: 0.377494 valid_1's auc: 0.904329 valid_1's binary_logloss: 0.368945
[11] valid_0's auc: 0.903157 valid_0's binary_logloss: 0.370649 valid_1's auc: 0.904521 valid_1's binary_logloss: 0.362422
[12] valid_0's auc: 0.904146 valid_0's binary_logloss: 0.364509 valid_1's auc: 0.904595 valid_1's binary_logloss: 0.357161
[13] valid_0's auc: 0.905147 valid_0's binary_logloss: 0.358996 valid_1's auc: 0.905092 valid_1's binary_logloss: 0.352531
[14] valid_0's auc: 0.905821 valid_0's binary_logloss: 0.354303 valid_1's auc: 0.905235 valid_1's binary_logloss: 0.348331
[15] valid_0's auc: 0.906501 valid_0's binary_logloss: 0.350005 valid_1's auc: 0.9055 valid_1's binary_logloss: 0.344659
[16] valid_0's auc: 0.907197 valid_0's binary_logloss: 0.346171 valid_1's auc: 0.905848 valid_1's binary_logloss: 0.341413
[17] valid_0's auc: 0.907706 valid_0's binary_logloss: 0.342767 valid_1's auc: 0.906119 valid_1's binary_logloss: 0.33838
[18] valid_0's auc: 0.908317 valid_0's binary_logloss: 0.339542 valid_1's auc: 0.906532 valid_1's binary_logloss: 0.335615
[19] valid_0's auc: 0.909294 valid_0's binary_logloss: 0.336599 valid_1's auc: 0.907164 valid_1's binary_logloss: 0.333169
[20] valid_0's auc: 0.90999 valid_0's binary_logloss: 0.333889 valid_1's auc: 0.907187 valid_1's binary_logloss: 0.331401
[21] valid_0's auc: 0.910796 valid_0's binary_logloss: 0.331319 valid_1's auc: 0.907442 valid_1's binary_logloss: 0.329573
[22] valid_0's auc: 0.911382 valid_0's binary_logloss: 0.329005 valid_1's auc: 0.907783 valid_1's binary_logloss: 0.327861
[23] valid_0's auc: 0.912164 valid_0's binary_logloss: 0.326684 valid_1's auc: 0.908088 valid_1's binary_logloss: 0.326044
[24] valid_0's auc: 0.912839 valid_0's binary_logloss: 0.324613 valid_1's auc: 0.908199 valid_1's binary_logloss: 0.32477
[25] valid_0's auc: 0.913549 valid_0's binary_logloss: 0.322611 valid_1's auc: 0.908385 valid_1's binary_logloss: 0.323644
[26] valid_0's auc: 0.914061 valid_0's binary_logloss: 0.320916 valid_1's auc: 0.908538 valid_1's binary_logloss: 0.322746
[27] valid_0's auc: 0.914646 valid_0's binary_logloss: 0.31926 valid_1's auc: 0.908704 valid_1's binary_logloss: 0.321783
[28] valid_0's auc: 0.91518 valid_0's binary_logloss: 0.31762 valid_1's auc: 0.908938 valid_1's binary_logloss: 0.320791
[29] valid_0's auc: 0.915691 valid_0's binary_logloss: 0.316177 valid_1's auc: 0.908731 valid_1's binary_logloss: 0.320349
[30] valid_0's auc: 0.916273 valid_0's binary_logloss: 0.314667 valid_1's auc: 0.908747 valid_1's binary_logloss: 0.319864
[31] valid_0's auc: 0.91676 valid_0's binary_logloss: 0.313286 valid_1's auc: 0.908683 valid_1's binary_logloss: 0.31936
[32] valid_0's auc: 0.917204 valid_0's binary_logloss: 0.312006 valid_1's auc: 0.908864 valid_1's binary_logloss: 0.318635
[33] valid_0's auc: 0.917713 valid_0's binary_logloss: 0.310731 valid_1's auc: 0.908929 valid_1's binary_logloss: 0.318135
[34] valid_0's auc: 0.918131 valid_0's binary_logloss: 0.309675 valid_1's auc: 0.908827 valid_1's binary_logloss: 0.31799
[35] valid_0's auc: 0.918582 valid_0's binary_logloss: 0.308584 valid_1's auc: 0.908977 valid_1's binary_logloss: 0.31743
[36] valid_0's auc: 0.919153 valid_0's binary_logloss: 0.307488 valid_1's auc: 0.909043 valid_1's binary_logloss: 0.317176
[37] valid_0's auc: 0.919574 valid_0's binary_logloss: 0.306567 valid_1's auc: 0.909248 valid_1's binary_logloss: 0.316736
[38] valid_0's auc: 0.920034 valid_0's binary_logloss: 0.305538 valid_1's auc: 0.909281 valid_1's binary_logloss: 0.316445
[39] valid_0's auc: 0.920455 valid_0's binary_logloss: 0.304592 valid_1's auc: 0.909118 valid_1's binary_logloss: 0.316396
[40] valid_0's auc: 0.920838 valid_0's binary_logloss: 0.303703 valid_1's auc: 0.909101 valid_1's binary_logloss: 0.316239
[41] valid_0's auc: 0.921195 valid_0's binary_logloss: 0.302819 valid_1's auc: 0.909016 valid_1's binary_logloss: 0.316214
[42] valid_0's auc: 0.921676 valid_0's binary_logloss: 0.301858 valid_1's auc: 0.908966 valid_1's binary_logloss: 0.316114
[43] valid_0's auc: 0.922118 valid_0's binary_logloss: 0.301017 valid_1's auc: 0.9091 valid_1's binary_logloss: 0.315848
[44] valid_0's auc: 0.922509 valid_0's binary_logloss: 0.300328 valid_1's auc: 0.909201 valid_1's binary_logloss: 0.315603
[45] valid_0's auc: 0.922973 valid_0's binary_logloss: 0.299474 valid_1's auc: 0.909414 valid_1's binary_logloss: 0.315188
[46] valid_0's auc: 0.923431 valid_0's binary_logloss: 0.298601 valid_1's auc: 0.90941 valid_1's binary_logloss: 0.31515
[47] valid_0's auc: 0.923817 valid_0's binary_logloss: 0.297895 valid_1's auc: 0.909426 valid_1's binary_logloss: 0.315022
[48] valid_0's auc: 0.92418 valid_0's binary_logloss: 0.297239 valid_1's auc: 0.90948 valid_1's binary_logloss: 0.31489
[49] valid_0's auc: 0.924611 valid_0's binary_logloss: 0.29649 valid_1's auc: 0.909316 valid_1's binary_logloss: 0.315043
[50] valid_0's auc: 0.924958 valid_0's binary_logloss: 0.295842 valid_1's auc: 0.909349 valid_1's binary_logloss: 0.314937
[51] valid_0's auc: 0.925351 valid_0's binary_logloss: 0.295085 valid_1's auc: 0.90942 valid_1's binary_logloss: 0.314744
[52] valid_0's auc: 0.925636 valid_0's binary_logloss: 0.294599 valid_1's auc: 0.909423 valid_1's binary_logloss: 0.314687
[53] valid_0's auc: 0.926002 valid_0's binary_logloss: 0.293941 valid_1's auc: 0.909309 valid_1's binary_logloss: 0.314829
[54] valid_0's auc: 0.926442 valid_0's binary_logloss: 0.293167 valid_1's auc: 0.909189 valid_1's binary_logloss: 0.314951
[55] valid_0's auc: 0.92683 valid_0's binary_logloss: 0.292467 valid_1's auc: 0.909166 valid_1's binary_logloss: 0.314906
[56] valid_0's auc: 0.927187 valid_0's binary_logloss: 0.291827 valid_1's auc: 0.909139 valid_1's binary_logloss: 0.314933
[57] valid_0's auc: 0.927533 valid_0's binary_logloss: 0.291189 valid_1's auc: 0.90898 valid_1's binary_logloss: 0.315139
[58] valid_0's auc: 0.928016 valid_0's binary_logloss: 0.2904 valid_1's auc: 0.909156 valid_1's binary_logloss: 0.314864
[59] valid_0's auc: 0.928339 valid_0's binary_logloss: 0.289863 valid_1's auc: 0.909087 valid_1's binary_logloss: 0.314928
[60] valid_0's auc: 0.92875 valid_0's binary_logloss: 0.289194 valid_1's auc: 0.909001 valid_1's binary_logloss: 0.315072
[61] valid_0's auc: 0.929205 valid_0's binary_logloss: 0.288403 valid_1's auc: 0.909023 valid_1's binary_logloss: 0.314983
[62] valid_0's auc: 0.929678 valid_0's binary_logloss: 0.287572 valid_1's auc: 0.908998 valid_1's binary_logloss: 0.315016
[63] valid_0's auc: 0.929988 valid_0's binary_logloss: 0.286969 valid_1's auc: 0.909103 valid_1's binary_logloss: 0.314867
[64] valid_0's auc: 0.930369 valid_0's binary_logloss: 0.286292 valid_1's auc: 0.909085 valid_1's binary_logloss: 0.314911
[65] valid_0's auc: 0.930682 valid_0's binary_logloss: 0.285697 valid_1's auc: 0.909126 valid_1's binary_logloss: 0.314869
[66] valid_0's auc: 0.931088 valid_0's binary_logloss: 0.285091 valid_1's auc: 0.909065 valid_1's binary_logloss: 0.31499
[67] valid_0's auc: 0.931411 valid_0's binary_logloss: 0.284547 valid_1's auc: 0.908957 valid_1's binary_logloss: 0.315145
[68] valid_0's auc: 0.931742 valid_0's binary_logloss: 0.283919 valid_1's auc: 0.908886 valid_1's binary_logloss: 0.315191
[69] valid_0's auc: 0.932053 valid_0's binary_logloss: 0.283427 valid_1's auc: 0.908939 valid_1's binary_logloss: 0.31508
[70] valid_0's auc: 0.932375 valid_0's binary_logloss: 0.282863 valid_1's auc: 0.908841 valid_1's binary_logloss: 0.315224
[71] valid_0's auc: 0.932698 valid_0's binary_logloss: 0.2823 valid_1's auc: 0.90882 valid_1's binary_logloss: 0.315262
[72] valid_0's auc: 0.932968 valid_0's binary_logloss: 0.281835 valid_1's auc: 0.908749 valid_1's binary_logloss: 0.315389
[73] valid_0's auc: 0.933232 valid_0's binary_logloss: 0.281372 valid_1's auc: 0.908569 valid_1's binary_logloss: 0.315687
[74] valid_0's auc: 0.933466 valid_0's binary_logloss: 0.280948 valid_1's auc: 0.90843 valid_1's binary_logloss: 0.315869
[75] valid_0's auc: 0.933773 valid_0's binary_logloss: 0.280406 valid_1's auc: 0.908514 valid_1's binary_logloss: 0.3157
[76] valid_0's auc: 0.93402 valid_0's binary_logloss: 0.27993 valid_1's auc: 0.908559 valid_1's binary_logloss: 0.315583
[77] valid_0's auc: 0.934265 valid_0's binary_logloss: 0.27944 valid_1's auc: 0.908501 valid_1's binary_logloss: 0.315647
[78] valid_0's auc: 0.934593 valid_0's binary_logloss: 0.278892 valid_1's auc: 0.908416 valid_1's binary_logloss: 0.315792
[79] valid_0's auc: 0.934893 valid_0's binary_logloss: 0.278289 valid_1's auc: 0.908478 valid_1's binary_logloss: 0.315701
[80] valid_0's auc: 0.93509 valid_0's binary_logloss: 0.277951 valid_1's auc: 0.908439 valid_1's binary_logloss: 0.315758
[81] valid_0's auc: 0.935353 valid_0's binary_logloss: 0.277445 valid_1's auc: 0.908477 valid_1's binary_logloss: 0.315684
[82] valid_0's auc: 0.935608 valid_0's binary_logloss: 0.277016 valid_1's auc: 0.908466 valid_1's binary_logloss: 0.315691
[83] valid_0's auc: 0.935862 valid_0's binary_logloss: 0.276597 valid_1's auc: 0.908297 valid_1's binary_logloss: 0.315919
[84] valid_0's auc: 0.936122 valid_0's binary_logloss: 0.276122 valid_1's auc: 0.908245 valid_1's binary_logloss: 0.315985
[85] valid_0's auc: 0.936368 valid_0's binary_logloss: 0.275658 valid_1's auc: 0.908257 valid_1's binary_logloss: 0.315952
[86] valid_0's auc: 0.936636 valid_0's binary_logloss: 0.275201 valid_1's auc: 0.908186 valid_1's binary_logloss: 0.31603
[87] valid_0's auc: 0.937046 valid_0's binary_logloss: 0.274498 valid_1's auc: 0.908227 valid_1's binary_logloss: 0.316062
[88] valid_0's auc: 0.937257 valid_0's binary_logloss: 0.274099 valid_1's auc: 0.908252 valid_1's binary_logloss: 0.315981
[89] valid_0's auc: 0.93748 valid_0's binary_logloss: 0.273713 valid_1's auc: 0.908212 valid_1's binary_logloss: 0.31602
[90] valid_0's auc: 0.937695 valid_0's binary_logloss: 0.273335 valid_1's auc: 0.908106 valid_1's binary_logloss: 0.316176
[91] valid_0's auc: 0.937945 valid_0's binary_logloss: 0.272886 valid_1's auc: 0.90796 valid_1's binary_logloss: 0.316357
[92] valid_0's auc: 0.938157 valid_0's binary_logloss: 0.272498 valid_1's auc: 0.907956 valid_1's binary_logloss: 0.316372
[93] valid_0's auc: 0.938359 valid_0's binary_logloss: 0.272149 valid_1's auc: 0.907826 valid_1's binary_logloss: 0.316591
[94] valid_0's auc: 0.938587 valid_0's binary_logloss: 0.271683 valid_1's auc: 0.907798 valid_1's binary_logloss: 0.316631
[95] valid_0's auc: 0.938759 valid_0's binary_logloss: 0.271307 valid_1's auc: 0.907771 valid_1's binary_logloss: 0.31669
[96] valid_0's auc: 0.939088 valid_0's binary_logloss: 0.270739 valid_1's auc: 0.90777 valid_1's binary_logloss: 0.316698
[97] valid_0's auc: 0.939308 valid_0's binary_logloss: 0.270289 valid_1's auc: 0.907633 valid_1's binary_logloss: 0.316942
[98] valid_0's auc: 0.939523 valid_0's binary_logloss: 0.269932 valid_1's auc: 0.907534 valid_1's binary_logloss: 0.317123
[99] valid_0's auc: 0.939729 valid_0's binary_logloss: 0.269552 valid_1's auc: 0.907446 valid_1's binary_logloss: 0.317276
[100] valid_0's auc: 0.939923 valid_0's binary_logloss: 0.26918 valid_1's auc: 0.907461 valid_1's binary_logloss: 0.317241
[101] valid_0's auc: 0.94011 valid_0's binary_logloss: 0.26876 valid_1's auc: 0.907318 valid_1's binary_logloss: 0.317514
[102] valid_0's auc: 0.940323 valid_0's binary_logloss: 0.268393 valid_1's auc: 0.907372 valid_1's binary_logloss: 0.317425
[103] valid_0's auc: 0.94052 valid_0's binary_logloss: 0.268022 valid_1's auc: 0.907287 valid_1's binary_logloss: 0.317592
[104] valid_0's auc: 0.940756 valid_0's binary_logloss: 0.267555 valid_1's auc: 0.907159 valid_1's binary_logloss: 0.317818
[105] valid_0's auc: 0.940982 valid_0's binary_logloss: 0.267184 valid_1's auc: 0.907097 valid_1's binary_logloss: 0.317877
[106] valid_0's auc: 0.941179 valid_0's binary_logloss: 0.266827 valid_1's auc: 0.906989 valid_1's binary_logloss: 0.318038
[107] valid_0's auc: 0.941474 valid_0's binary_logloss: 0.266307 valid_1's auc: 0.906898 valid_1's binary_logloss: 0.318199
[108] valid_0's auc: 0.94175 valid_0's binary_logloss: 0.26582 valid_1's auc: 0.906779 valid_1's binary_logloss: 0.318366
[109] valid_0's auc: 0.942117 valid_0's binary_logloss: 0.265207 valid_1's auc: 0.906579 valid_1's binary_logloss: 0.318655
[110] valid_0's auc: 0.942383 valid_0's binary_logloss: 0.264702 valid_1's auc: 0.906493 valid_1's binary_logloss: 0.318811
[111] valid_0's auc: 0.942648 valid_0's binary_logloss: 0.264201 valid_1's auc: 0.906419 valid_1's binary_logloss: 0.318918
[112] valid_0's auc: 0.942792 valid_0's binary_logloss: 0.26391 valid_1's auc: 0.906335 valid_1's binary_logloss: 0.319095
[113] valid_0's auc: 0.942935 valid_0's binary_logloss: 0.263606 valid_1's auc: 0.906287 valid_1's binary_logloss: 0.319201
[114] valid_0's auc: 0.94312 valid_0's binary_logloss: 0.263239 valid_1's auc: 0.906224 valid_1's binary_logloss: 0.319282
[115] valid_0's auc: 0.94333 valid_0's binary_logloss: 0.262866 valid_1's auc: 0.906171 valid_1's binary_logloss: 0.319407
[116] valid_0's auc: 0.943532 valid_0's binary_logloss: 0.26252 valid_1's auc: 0.906085 valid_1's binary_logloss: 0.319512
[117] valid_0's auc: 0.943773 valid_0's binary_logloss: 0.262109 valid_1's auc: 0.905938 valid_1's binary_logloss: 0.319731
[118] valid_0's auc: 0.94406 valid_0's binary_logloss: 0.261512 valid_1's auc: 0.905769 valid_1's binary_logloss: 0.319982
[119] valid_0's auc: 0.944252 valid_0's binary_logloss: 0.26117 valid_1's auc: 0.905578 valid_1's binary_logloss: 0.320289
[120] valid_0's auc: 0.94443 valid_0's binary_logloss: 0.260805 valid_1's auc: 0.905569 valid_1's binary_logloss: 0.320332
[121] valid_0's auc: 0.94462 valid_0's binary_logloss: 0.260436 valid_1's auc: 0.905563 valid_1's binary_logloss: 0.320315
[122] valid_0's auc: 0.944777 valid_0's binary_logloss: 0.26014 valid_1's auc: 0.90555 valid_1's binary_logloss: 0.32036
[123] valid_0's auc: 0.944979 valid_0's binary_logloss: 0.259752 valid_1's auc: 0.905487 valid_1's binary_logloss: 0.320496
[124] valid_0's auc: 0.945153 valid_0's binary_logloss: 0.259404 valid_1's auc: 0.905414 valid_1's binary_logloss: 0.320608
[125] valid_0's auc: 0.945359 valid_0's binary_logloss: 0.258941 valid_1's auc: 0.905357 valid_1's binary_logloss: 0.320733
[126] valid_0's auc: 0.945515 valid_0's binary_logloss: 0.258649 valid_1's auc: 0.905321 valid_1's binary_logloss: 0.320855
[127] valid_0's auc: 0.945652 valid_0's binary_logloss: 0.258366 valid_1's auc: 0.905271 valid_1's binary_logloss: 0.320992
[128] valid_0's auc: 0.945942 valid_0's binary_logloss: 0.257852 valid_1's auc: 0.905257 valid_1's binary_logloss: 0.321043
[129] valid_0's auc: 0.946094 valid_0's binary_logloss: 0.257524 valid_1's auc: 0.905264 valid_1's binary_logloss: 0.321026
[130] valid_0's auc: 0.946302 valid_0's binary_logloss: 0.257141 valid_1's auc: 0.905273 valid_1's binary_logloss: 0.321023
[131] valid_0's auc: 0.946472 valid_0's binary_logloss: 0.256797 valid_1's auc: 0.905221 valid_1's binary_logloss: 0.321181
[132] valid_0's auc: 0.946576 valid_0's binary_logloss: 0.256549 valid_1's auc: 0.905266 valid_1's binary_logloss: 0.321158
[133] valid_0's auc: 0.946675 valid_0's binary_logloss: 0.256344 valid_1's auc: 0.905266 valid_1's binary_logloss: 0.321207
[134] valid_0's auc: 0.946862 valid_0's binary_logloss: 0.255981 valid_1's auc: 0.905167 valid_1's binary_logloss: 0.321417
[135] valid_0's auc: 0.946999 valid_0's binary_logloss: 0.255725 valid_1's auc: 0.90507 valid_1's binary_logloss: 0.321615
[136] valid_0's auc: 0.947152 valid_0's binary_logloss: 0.255429 valid_1's auc: 0.905063 valid_1's binary_logloss: 0.321662
[137] valid_0's auc: 0.947329 valid_0's binary_logloss: 0.255096 valid_1's auc: 0.90497 valid_1's binary_logloss: 0.321794
[138] valid_0's auc: 0.947418 valid_0's binary_logloss: 0.254873 valid_1's auc: 0.904886 valid_1's binary_logloss: 0.321971
[139] valid_0's auc: 0.947593 valid_0's binary_logloss: 0.254562 valid_1's auc: 0.904858 valid_1's binary_logloss: 0.322029
[140] valid_0's auc: 0.947754 valid_0's binary_logloss: 0.254233 valid_1's auc: 0.904843 valid_1's binary_logloss: 0.322119
[141] valid_0's auc: 0.948003 valid_0's binary_logloss: 0.253773 valid_1's auc: 0.904805 valid_1's binary_logloss: 0.322169
[142] valid_0's auc: 0.948131 valid_0's binary_logloss: 0.253474 valid_1's auc: 0.90472 valid_1's binary_logloss: 0.322373
[143] valid_0's auc: 0.948368 valid_0's binary_logloss: 0.253047 valid_1's auc: 0.904639 valid_1's binary_logloss: 0.322552
[144] valid_0's auc: 0.948615 valid_0's binary_logloss: 0.252575 valid_1's auc: 0.904727 valid_1's binary_logloss: 0.322417
[145] valid_0's auc: 0.948801 valid_0's binary_logloss: 0.252229 valid_1's auc: 0.904731 valid_1's binary_logloss: 0.322465
[146] valid_0's auc: 0.948975 valid_0's binary_logloss: 0.251896 valid_1's auc: 0.904737 valid_1's binary_logloss: 0.322505
[147] valid_0's auc: 0.949207 valid_0's binary_logloss: 0.251457 valid_1's auc: 0.904691 valid_1's binary_logloss: 0.322608
[148] valid_0's auc: 0.949423 valid_0's binary_logloss: 0.251035 valid_1's auc: 0.904708 valid_1's binary_logloss: 0.322606
Early stopping, best iteration is:
[48] valid_0's auc: 0.92418 valid_0's binary_logloss: 0.297239 valid_1's auc: 0.90948 valid_1's binary_logloss: 0.31489
[1] valid_0's auc: 0.889031 valid_0's binary_logloss: 0.516579 valid_1's auc: 0.896723 valid_1's binary_logloss: 0.507458
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.892164 valid_0's binary_logloss: 0.487355 valid_1's auc: 0.898379 valid_1's binary_logloss: 0.477426
[3] valid_0's auc: 0.893991 valid_0's binary_logloss: 0.463908 valid_1's auc: 0.900966 valid_1's binary_logloss: 0.453477
[4] valid_0's auc: 0.895536 valid_0's binary_logloss: 0.444506 valid_1's auc: 0.900916 valid_1's binary_logloss: 0.43446
[5] valid_0's auc: 0.895846 valid_0's binary_logloss: 0.428496 valid_1's auc: 0.900658 valid_1's binary_logloss: 0.41849
[6] valid_0's auc: 0.897167 valid_0's binary_logloss: 0.414703 valid_1's auc: 0.901702 valid_1's binary_logloss: 0.404942
[7] valid_0's auc: 0.897784 valid_0's binary_logloss: 0.403095 valid_1's auc: 0.902279 valid_1's binary_logloss: 0.393273
[8] valid_0's auc: 0.898713 valid_0's binary_logloss: 0.393054 valid_1's auc: 0.902347 valid_1's binary_logloss: 0.383885
[9] valid_0's auc: 0.902294 valid_0's binary_logloss: 0.38416 valid_1's auc: 0.904294 valid_1's binary_logloss: 0.375629
[10] valid_0's auc: 0.903355 valid_0's binary_logloss: 0.376336 valid_1's auc: 0.904676 valid_1's binary_logloss: 0.368481
[11] valid_0's auc: 0.903988 valid_0's binary_logloss: 0.369543 valid_1's auc: 0.904895 valid_1's binary_logloss: 0.362239
[12] valid_0's auc: 0.904553 valid_0's binary_logloss: 0.363566 valid_1's auc: 0.904913 valid_1's binary_logloss: 0.356787
[13] valid_0's auc: 0.905538 valid_0's binary_logloss: 0.35817 valid_1's auc: 0.905471 valid_1's binary_logloss: 0.351875
[14] valid_0's auc: 0.906094 valid_0's binary_logloss: 0.353414 valid_1's auc: 0.90584 valid_1's binary_logloss: 0.347498
[15] valid_0's auc: 0.906689 valid_0's binary_logloss: 0.349218 valid_1's auc: 0.905742 valid_1's binary_logloss: 0.344195
[16] valid_0's auc: 0.907549 valid_0's binary_logloss: 0.345324 valid_1's auc: 0.905782 valid_1's binary_logloss: 0.341113
[17] valid_0's auc: 0.908451 valid_0's binary_logloss: 0.341791 valid_1's auc: 0.906324 valid_1's binary_logloss: 0.338325
[18] valid_0's auc: 0.909157 valid_0's binary_logloss: 0.338598 valid_1's auc: 0.906713 valid_1's binary_logloss: 0.335633
[19] valid_0's auc: 0.910038 valid_0's binary_logloss: 0.335529 valid_1's auc: 0.906706 valid_1's binary_logloss: 0.333723
[20] valid_0's auc: 0.910713 valid_0's binary_logloss: 0.332831 valid_1's auc: 0.906867 valid_1's binary_logloss: 0.331714
[21] valid_0's auc: 0.911634 valid_0's binary_logloss: 0.330075 valid_1's auc: 0.907145 valid_1's binary_logloss: 0.329824
[22] valid_0's auc: 0.912278 valid_0's binary_logloss: 0.327816 valid_1's auc: 0.907492 valid_1's binary_logloss: 0.328227
[23] valid_0's auc: 0.912991 valid_0's binary_logloss: 0.325524 valid_1's auc: 0.907942 valid_1's binary_logloss: 0.326579
[24] valid_0's auc: 0.913625 valid_0's binary_logloss: 0.323469 valid_1's auc: 0.907911 valid_1's binary_logloss: 0.325444
[25] valid_0's auc: 0.914248 valid_0's binary_logloss: 0.321489 valid_1's auc: 0.908274 valid_1's binary_logloss: 0.324004
[26] valid_0's auc: 0.914868 valid_0's binary_logloss: 0.319685 valid_1's auc: 0.908371 valid_1's binary_logloss: 0.323014
[27] valid_0's auc: 0.915371 valid_0's binary_logloss: 0.318143 valid_1's auc: 0.908574 valid_1's binary_logloss: 0.32196
[28] valid_0's auc: 0.916013 valid_0's binary_logloss: 0.316508 valid_1's auc: 0.908739 valid_1's binary_logloss: 0.321156
[29] valid_0's auc: 0.9165 valid_0's binary_logloss: 0.315094 valid_1's auc: 0.908702 valid_1's binary_logloss: 0.320628
[30] valid_0's auc: 0.916968 valid_0's binary_logloss: 0.313842 valid_1's auc: 0.908843 valid_1's binary_logloss: 0.319954
[31] valid_0's auc: 0.917477 valid_0's binary_logloss: 0.312456 valid_1's auc: 0.909088 valid_1's binary_logloss: 0.319123
[32] valid_0's auc: 0.917927 valid_0's binary_logloss: 0.311173 valid_1's auc: 0.90924 valid_1's binary_logloss: 0.318445
[33] valid_0's auc: 0.918412 valid_0's binary_logloss: 0.309891 valid_1's auc: 0.909406 valid_1's binary_logloss: 0.317731
[34] valid_0's auc: 0.918856 valid_0's binary_logloss: 0.308845 valid_1's auc: 0.909375 valid_1's binary_logloss: 0.317449
[35] valid_0's auc: 0.919242 valid_0's binary_logloss: 0.30776 valid_1's auc: 0.909345 valid_1's binary_logloss: 0.317064
[36] valid_0's auc: 0.919636 valid_0's binary_logloss: 0.306756 valid_1's auc: 0.909324 valid_1's binary_logloss: 0.316776
[37] valid_0's auc: 0.920134 valid_0's binary_logloss: 0.305665 valid_1's auc: 0.909257 valid_1's binary_logloss: 0.316698
[38] valid_0's auc: 0.920609 valid_0's binary_logloss: 0.304655 valid_1's auc: 0.909326 valid_1's binary_logloss: 0.31641
[39] valid_0's auc: 0.921002 valid_0's binary_logloss: 0.303746 valid_1's auc: 0.909265 valid_1's binary_logloss: 0.316348
[40] valid_0's auc: 0.921495 valid_0's binary_logloss: 0.302707 valid_1's auc: 0.909433 valid_1's binary_logloss: 0.31593
[41] valid_0's auc: 0.921908 valid_0's binary_logloss: 0.301861 valid_1's auc: 0.909337 valid_1's binary_logloss: 0.315878
[42] valid_0's auc: 0.922423 valid_0's binary_logloss: 0.300876 valid_1's auc: 0.909347 valid_1's binary_logloss: 0.315729
[43] valid_0's auc: 0.922847 valid_0's binary_logloss: 0.299958 valid_1's auc: 0.909474 valid_1's binary_logloss: 0.31542
[44] valid_0's auc: 0.923235 valid_0's binary_logloss: 0.29914 valid_1's auc: 0.909496 valid_1's binary_logloss: 0.315238
[45] valid_0's auc: 0.923566 valid_0's binary_logloss: 0.298438 valid_1's auc: 0.909643 valid_1's binary_logloss: 0.314977
[46] valid_0's auc: 0.923915 valid_0's binary_logloss: 0.297727 valid_1's auc: 0.909614 valid_1's binary_logloss: 0.314969
[47] valid_0's auc: 0.924265 valid_0's binary_logloss: 0.297041 valid_1's auc: 0.909587 valid_1's binary_logloss: 0.314904
[48] valid_0's auc: 0.924709 valid_0's binary_logloss: 0.296159 valid_1's auc: 0.909648 valid_1's binary_logloss: 0.314773
[49] valid_0's auc: 0.925106 valid_0's binary_logloss: 0.295397 valid_1's auc: 0.909698 valid_1's binary_logloss: 0.314654
[50] valid_0's auc: 0.925476 valid_0's binary_logloss: 0.294712 valid_1's auc: 0.909534 valid_1's binary_logloss: 0.314853
[51] valid_0's auc: 0.925824 valid_0's binary_logloss: 0.294027 valid_1's auc: 0.909568 valid_1's binary_logloss: 0.314817
[52] valid_0's auc: 0.926122 valid_0's binary_logloss: 0.293495 valid_1's auc: 0.909584 valid_1's binary_logloss: 0.314756
[53] valid_0's auc: 0.926487 valid_0's binary_logloss: 0.292777 valid_1's auc: 0.909578 valid_1's binary_logloss: 0.314687
[54] valid_0's auc: 0.926757 valid_0's binary_logloss: 0.292188 valid_1's auc: 0.909616 valid_1's binary_logloss: 0.314586
[55] valid_0's auc: 0.927077 valid_0's binary_logloss: 0.291593 valid_1's auc: 0.909671 valid_1's binary_logloss: 0.314447
[56] valid_0's auc: 0.927471 valid_0's binary_logloss: 0.290865 valid_1's auc: 0.90965 valid_1's binary_logloss: 0.314491
[57] valid_0's auc: 0.927818 valid_0's binary_logloss: 0.290232 valid_1's auc: 0.909675 valid_1's binary_logloss: 0.314482
[58] valid_0's auc: 0.928086 valid_0's binary_logloss: 0.289699 valid_1's auc: 0.909623 valid_1's binary_logloss: 0.31454
[59] valid_0's auc: 0.928488 valid_0's binary_logloss: 0.28898 valid_1's auc: 0.909623 valid_1's binary_logloss: 0.31455
[60] valid_0's auc: 0.928775 valid_0's binary_logloss: 0.288429 valid_1's auc: 0.909538 valid_1's binary_logloss: 0.314625
[61] valid_0's auc: 0.929162 valid_0's binary_logloss: 0.287728 valid_1's auc: 0.909589 valid_1's binary_logloss: 0.314539
[62] valid_0's auc: 0.929604 valid_0's binary_logloss: 0.287018 valid_1's auc: 0.909468 valid_1's binary_logloss: 0.314722
[63] valid_0's auc: 0.929952 valid_0's binary_logloss: 0.286422 valid_1's auc: 0.9094 valid_1's binary_logloss: 0.314802
[64] valid_0's auc: 0.930248 valid_0's binary_logloss: 0.285901 valid_1's auc: 0.909232 valid_1's binary_logloss: 0.315051
[65] valid_0's auc: 0.930539 valid_0's binary_logloss: 0.285381 valid_1's auc: 0.909098 valid_1's binary_logloss: 0.31524
[66] valid_0's auc: 0.930859 valid_0's binary_logloss: 0.284803 valid_1's auc: 0.909152 valid_1's binary_logloss: 0.315131
[67] valid_0's auc: 0.931146 valid_0's binary_logloss: 0.284241 valid_1's auc: 0.908983 valid_1's binary_logloss: 0.315413
[68] valid_0's auc: 0.931571 valid_0's binary_logloss: 0.283554 valid_1's auc: 0.90893 valid_1's binary_logloss: 0.315561
[69] valid_0's auc: 0.931886 valid_0's binary_logloss: 0.283024 valid_1's auc: 0.908878 valid_1's binary_logloss: 0.315626
[70] valid_0's auc: 0.932168 valid_0's binary_logloss: 0.282496 valid_1's auc: 0.908829 valid_1's binary_logloss: 0.315751
[71] valid_0's auc: 0.932471 valid_0's binary_logloss: 0.281921 valid_1's auc: 0.908811 valid_1's binary_logloss: 0.315777
[72] valid_0's auc: 0.932789 valid_0's binary_logloss: 0.281355 valid_1's auc: 0.908817 valid_1's binary_logloss: 0.315795
[73] valid_0's auc: 0.933146 valid_0's binary_logloss: 0.280779 valid_1's auc: 0.908675 valid_1's binary_logloss: 0.316064
[74] valid_0's auc: 0.93344 valid_0's binary_logloss: 0.280261 valid_1's auc: 0.908586 valid_1's binary_logloss: 0.31615
[75] valid_0's auc: 0.933611 valid_0's binary_logloss: 0.279841 valid_1's auc: 0.90868 valid_1's binary_logloss: 0.315964
[76] valid_0's auc: 0.933837 valid_0's binary_logloss: 0.27939 valid_1's auc: 0.908695 valid_1's binary_logloss: 0.315919
[77] valid_0's auc: 0.934116 valid_0's binary_logloss: 0.278947 valid_1's auc: 0.908686 valid_1's binary_logloss: 0.315926
[78] valid_0's auc: 0.934391 valid_0's binary_logloss: 0.278469 valid_1's auc: 0.908637 valid_1's binary_logloss: 0.316043
[79] valid_0's auc: 0.934704 valid_0's binary_logloss: 0.277891 valid_1's auc: 0.908499 valid_1's binary_logloss: 0.316303
[80] valid_0's auc: 0.934897 valid_0's binary_logloss: 0.277476 valid_1's auc: 0.908447 valid_1's binary_logloss: 0.316355
[81] valid_0's auc: 0.935218 valid_0's binary_logloss: 0.276925 valid_1's auc: 0.908424 valid_1's binary_logloss: 0.316429
[82] valid_0's auc: 0.935446 valid_0's binary_logloss: 0.276461 valid_1's auc: 0.908366 valid_1's binary_logloss: 0.316526
[83] valid_0's auc: 0.935717 valid_0's binary_logloss: 0.27601 valid_1's auc: 0.908496 valid_1's binary_logloss: 0.316329
[84] valid_0's auc: 0.935997 valid_0's binary_logloss: 0.275559 valid_1's auc: 0.908423 valid_1's binary_logloss: 0.316415
[85] valid_0's auc: 0.936359 valid_0's binary_logloss: 0.274987 valid_1's auc: 0.908543 valid_1's binary_logloss: 0.316217
[86] valid_0's auc: 0.936629 valid_0's binary_logloss: 0.274545 valid_1's auc: 0.908503 valid_1's binary_logloss: 0.316244
[87] valid_0's auc: 0.936842 valid_0's binary_logloss: 0.274134 valid_1's auc: 0.908378 valid_1's binary_logloss: 0.316459
[88] valid_0's auc: 0.937084 valid_0's binary_logloss: 0.273721 valid_1's auc: 0.908353 valid_1's binary_logloss: 0.316478
[89] valid_0's auc: 0.937334 valid_0's binary_logloss: 0.273258 valid_1's auc: 0.908335 valid_1's binary_logloss: 0.316523
[90] valid_0's auc: 0.93752 valid_0's binary_logloss: 0.272923 valid_1's auc: 0.908264 valid_1's binary_logloss: 0.316655
[91] valid_0's auc: 0.93778 valid_0's binary_logloss: 0.272463 valid_1's auc: 0.908155 valid_1's binary_logloss: 0.316889
[92] valid_0's auc: 0.938109 valid_0's binary_logloss: 0.271912 valid_1's auc: 0.908064 valid_1's binary_logloss: 0.31704
[93] valid_0's auc: 0.938301 valid_0's binary_logloss: 0.271506 valid_1's auc: 0.908165 valid_1's binary_logloss: 0.316845
[94] valid_0's auc: 0.938574 valid_0's binary_logloss: 0.271049 valid_1's auc: 0.908245 valid_1's binary_logloss: 0.316724
[95] valid_0's auc: 0.938831 valid_0's binary_logloss: 0.270617 valid_1's auc: 0.908342 valid_1's binary_logloss: 0.316538
[96] valid_0's auc: 0.938989 valid_0's binary_logloss: 0.270247 valid_1's auc: 0.908291 valid_1's binary_logloss: 0.316662
[97] valid_0's auc: 0.939363 valid_0's binary_logloss: 0.269571 valid_1's auc: 0.908161 valid_1's binary_logloss: 0.316925
[98] valid_0's auc: 0.939648 valid_0's binary_logloss: 0.269072 valid_1's auc: 0.908139 valid_1's binary_logloss: 0.31696
[99] valid_0's auc: 0.939855 valid_0's binary_logloss: 0.268664 valid_1's auc: 0.90814 valid_1's binary_logloss: 0.317031
[100] valid_0's auc: 0.940126 valid_0's binary_logloss: 0.268181 valid_1's auc: 0.908048 valid_1's binary_logloss: 0.317212
[101] valid_0's auc: 0.940435 valid_0's binary_logloss: 0.267675 valid_1's auc: 0.907924 valid_1's binary_logloss: 0.317394
[102] valid_0's auc: 0.940697 valid_0's binary_logloss: 0.267238 valid_1's auc: 0.907798 valid_1's binary_logloss: 0.317579
[103] valid_0's auc: 0.940958 valid_0's binary_logloss: 0.266773 valid_1's auc: 0.907711 valid_1's binary_logloss: 0.317707
[104] valid_0's auc: 0.941198 valid_0's binary_logloss: 0.266341 valid_1's auc: 0.90765 valid_1's binary_logloss: 0.31785
[105] valid_0's auc: 0.9414 valid_0's binary_logloss: 0.265922 valid_1's auc: 0.907632 valid_1's binary_logloss: 0.317866
[106] valid_0's auc: 0.941665 valid_0's binary_logloss: 0.265441 valid_1's auc: 0.907555 valid_1's binary_logloss: 0.318049
[107] valid_0's auc: 0.941982 valid_0's binary_logloss: 0.264838 valid_1's auc: 0.907359 valid_1's binary_logloss: 0.318445
[108] valid_0's auc: 0.942163 valid_0's binary_logloss: 0.264447 valid_1's auc: 0.907241 valid_1's binary_logloss: 0.318673
[109] valid_0's auc: 0.942443 valid_0's binary_logloss: 0.263923 valid_1's auc: 0.90725 valid_1's binary_logloss: 0.318661
[110] valid_0's auc: 0.942667 valid_0's binary_logloss: 0.263477 valid_1's auc: 0.907244 valid_1's binary_logloss: 0.318654
[111] valid_0's auc: 0.942986 valid_0's binary_logloss: 0.262934 valid_1's auc: 0.907239 valid_1's binary_logloss: 0.318711
[112] valid_0's auc: 0.943205 valid_0's binary_logloss: 0.262527 valid_1's auc: 0.90725 valid_1's binary_logloss: 0.318762
[113] valid_0's auc: 0.943417 valid_0's binary_logloss: 0.262151 valid_1's auc: 0.907141 valid_1's binary_logloss: 0.318951
[114] valid_0's auc: 0.9436 valid_0's binary_logloss: 0.261796 valid_1's auc: 0.907191 valid_1's binary_logloss: 0.318882
[115] valid_0's auc: 0.94381 valid_0's binary_logloss: 0.261434 valid_1's auc: 0.907168 valid_1's binary_logloss: 0.318937
[116] valid_0's auc: 0.943938 valid_0's binary_logloss: 0.261187 valid_1's auc: 0.907157 valid_1's binary_logloss: 0.318953
[117] valid_0's auc: 0.944117 valid_0's binary_logloss: 0.260838 valid_1's auc: 0.907119 valid_1's binary_logloss: 0.319024
[118] valid_0's auc: 0.944258 valid_0's binary_logloss: 0.260561 valid_1's auc: 0.907103 valid_1's binary_logloss: 0.31907
[119] valid_0's auc: 0.944462 valid_0's binary_logloss: 0.260174 valid_1's auc: 0.906947 valid_1's binary_logloss: 0.319334
[120] valid_0's auc: 0.944622 valid_0's binary_logloss: 0.259853 valid_1's auc: 0.906871 valid_1's binary_logloss: 0.319482
[121] valid_0's auc: 0.944842 valid_0's binary_logloss: 0.259447 valid_1's auc: 0.90682 valid_1's binary_logloss: 0.319603
[122] valid_0's auc: 0.944951 valid_0's binary_logloss: 0.259244 valid_1's auc: 0.906772 valid_1's binary_logloss: 0.31969
[123] valid_0's auc: 0.94514 valid_0's binary_logloss: 0.25886 valid_1's auc: 0.906763 valid_1's binary_logloss: 0.319732
[124] valid_0's auc: 0.945274 valid_0's binary_logloss: 0.258594 valid_1's auc: 0.906728 valid_1's binary_logloss: 0.319808
[125] valid_0's auc: 0.945415 valid_0's binary_logloss: 0.25831 valid_1's auc: 0.906697 valid_1's binary_logloss: 0.319892
[126] valid_0's auc: 0.945612 valid_0's binary_logloss: 0.257959 valid_1's auc: 0.906587 valid_1's binary_logloss: 0.320089
[127] valid_0's auc: 0.945829 valid_0's binary_logloss: 0.257571 valid_1's auc: 0.906618 valid_1's binary_logloss: 0.320055
[128] valid_0's auc: 0.94611 valid_0's binary_logloss: 0.257035 valid_1's auc: 0.90662 valid_1's binary_logloss: 0.320114
[129] valid_0's auc: 0.946377 valid_0's binary_logloss: 0.256539 valid_1's auc: 0.906599 valid_1's binary_logloss: 0.320193
[130] valid_0's auc: 0.946636 valid_0's binary_logloss: 0.256038 valid_1's auc: 0.906413 valid_1's binary_logloss: 0.320506
[131] valid_0's auc: 0.946813 valid_0's binary_logloss: 0.255686 valid_1's auc: 0.906319 valid_1's binary_logloss: 0.320679
[132] valid_0's auc: 0.947044 valid_0's binary_logloss: 0.255266 valid_1's auc: 0.906368 valid_1's binary_logloss: 0.320661
[133] valid_0's auc: 0.947154 valid_0's binary_logloss: 0.25504 valid_1's auc: 0.906418 valid_1's binary_logloss: 0.320569
[134] valid_0's auc: 0.947312 valid_0's binary_logloss: 0.254733 valid_1's auc: 0.906388 valid_1's binary_logloss: 0.320621
[135] valid_0's auc: 0.947434 valid_0's binary_logloss: 0.254504 valid_1's auc: 0.906347 valid_1's binary_logloss: 0.320712
[136] valid_0's auc: 0.947551 valid_0's binary_logloss: 0.254246 valid_1's auc: 0.906203 valid_1's binary_logloss: 0.320997
[137] valid_0's auc: 0.94776 valid_0's binary_logloss: 0.253837 valid_1's auc: 0.906172 valid_1's binary_logloss: 0.321128
[138] valid_0's auc: 0.947923 valid_0's binary_logloss: 0.253515 valid_1's auc: 0.906112 valid_1's binary_logloss: 0.321222
[139] valid_0's auc: 0.948251 valid_0's binary_logloss: 0.252921 valid_1's auc: 0.906227 valid_1's binary_logloss: 0.321089
[140] valid_0's auc: 0.948378 valid_0's binary_logloss: 0.252614 valid_1's auc: 0.906188 valid_1's binary_logloss: 0.321136
[141] valid_0's auc: 0.948539 valid_0's binary_logloss: 0.252302 valid_1's auc: 0.906081 valid_1's binary_logloss: 0.321339
[142] valid_0's auc: 0.948718 valid_0's binary_logloss: 0.251942 valid_1's auc: 0.906054 valid_1's binary_logloss: 0.321403
[143] valid_0's auc: 0.948984 valid_0's binary_logloss: 0.251466 valid_1's auc: 0.906023 valid_1's binary_logloss: 0.321482
[144] valid_0's auc: 0.949255 valid_0's binary_logloss: 0.250997 valid_1's auc: 0.906143 valid_1's binary_logloss: 0.321313
[145] valid_0's auc: 0.949399 valid_0's binary_logloss: 0.250701 valid_1's auc: 0.906083 valid_1's binary_logloss: 0.321442
[146] valid_0's auc: 0.949633 valid_0's binary_logloss: 0.250241 valid_1's auc: 0.905946 valid_1's binary_logloss: 0.32167
[147] valid_0's auc: 0.949774 valid_0's binary_logloss: 0.249945 valid_1's auc: 0.905981 valid_1's binary_logloss: 0.321676
[148] valid_0's auc: 0.949919 valid_0's binary_logloss: 0.249615 valid_1's auc: 0.905992 valid_1's binary_logloss: 0.321656
[149] valid_0's auc: 0.950048 valid_0's binary_logloss: 0.249366 valid_1's auc: 0.905952 valid_1's binary_logloss: 0.321717
Early stopping, best iteration is:
[49] valid_0's auc: 0.925106 valid_0's binary_logloss: 0.295397 valid_1's auc: 0.909698 valid_1's binary_logloss: 0.314654
[1] valid_0's auc: 0.888084 valid_0's binary_logloss: 0.516884 valid_1's auc: 0.893464 valid_1's binary_logloss: 0.508124
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.890797 valid_0's binary_logloss: 0.487718 valid_1's auc: 0.897592 valid_1's binary_logloss: 0.478465
[3] valid_0's auc: 0.892513 valid_0's binary_logloss: 0.464334 valid_1's auc: 0.898665 valid_1's binary_logloss: 0.454805
[4] valid_0's auc: 0.894815 valid_0's binary_logloss: 0.444821 valid_1's auc: 0.899433 valid_1's binary_logloss: 0.435394
[5] valid_0's auc: 0.896021 valid_0's binary_logloss: 0.428702 valid_1's auc: 0.900021 valid_1's binary_logloss: 0.419476
[6] valid_0's auc: 0.89928 valid_0's binary_logloss: 0.415058 valid_1's auc: 0.902649 valid_1's binary_logloss: 0.405991
[7] valid_0's auc: 0.900439 valid_0's binary_logloss: 0.403201 valid_1's auc: 0.902605 valid_1's binary_logloss: 0.394544
[8] valid_0's auc: 0.901538 valid_0's binary_logloss: 0.393166 valid_1's auc: 0.903058 valid_1's binary_logloss: 0.384843
[9] valid_0's auc: 0.902204 valid_0's binary_logloss: 0.384401 valid_1's auc: 0.903156 valid_1's binary_logloss: 0.376624
[10] valid_0's auc: 0.903221 valid_0's binary_logloss: 0.376758 valid_1's auc: 0.903175 valid_1's binary_logloss: 0.369696
[11] valid_0's auc: 0.904073 valid_0's binary_logloss: 0.369858 valid_1's auc: 0.90337 valid_1's binary_logloss: 0.36353
[12] valid_0's auc: 0.9048 valid_0's binary_logloss: 0.363903 valid_1's auc: 0.904 valid_1's binary_logloss: 0.357996
[13] valid_0's auc: 0.905852 valid_0's binary_logloss: 0.358528 valid_1's auc: 0.904463 valid_1's binary_logloss: 0.353176
[14] valid_0's auc: 0.906544 valid_0's binary_logloss: 0.353777 valid_1's auc: 0.904775 valid_1's binary_logloss: 0.348981
[15] valid_0's auc: 0.907501 valid_0's binary_logloss: 0.349288 valid_1's auc: 0.905337 valid_1's binary_logloss: 0.345392
[16] valid_0's auc: 0.908224 valid_0's binary_logloss: 0.345361 valid_1's auc: 0.905819 valid_1's binary_logloss: 0.341971
[17] valid_0's auc: 0.908902 valid_0's binary_logloss: 0.341809 valid_1's auc: 0.905831 valid_1's binary_logloss: 0.339271
[18] valid_0's auc: 0.909407 valid_0's binary_logloss: 0.338728 valid_1's auc: 0.906187 valid_1's binary_logloss: 0.336615
[19] valid_0's auc: 0.910331 valid_0's binary_logloss: 0.33564 valid_1's auc: 0.906492 valid_1's binary_logloss: 0.334456
[20] valid_0's auc: 0.910901 valid_0's binary_logloss: 0.332967 valid_1's auc: 0.906812 valid_1's binary_logloss: 0.332309
[21] valid_0's auc: 0.911538 valid_0's binary_logloss: 0.330566 valid_1's auc: 0.906796 valid_1's binary_logloss: 0.330669
[22] valid_0's auc: 0.912064 valid_0's binary_logloss: 0.328361 valid_1's auc: 0.906935 valid_1's binary_logloss: 0.329121
[23] valid_0's auc: 0.912885 valid_0's binary_logloss: 0.326088 valid_1's auc: 0.907117 valid_1's binary_logloss: 0.32779
[24] valid_0's auc: 0.913529 valid_0's binary_logloss: 0.323942 valid_1's auc: 0.907317 valid_1's binary_logloss: 0.326314
[25] valid_0's auc: 0.914062 valid_0's binary_logloss: 0.322036 valid_1's auc: 0.907398 valid_1's binary_logloss: 0.325299
[26] valid_0's auc: 0.914586 valid_0's binary_logloss: 0.320323 valid_1's auc: 0.907609 valid_1's binary_logloss: 0.324142
[27] valid_0's auc: 0.915109 valid_0's binary_logloss: 0.318676 valid_1's auc: 0.907677 valid_1's binary_logloss: 0.323322
[28] valid_0's auc: 0.915691 valid_0's binary_logloss: 0.317074 valid_1's auc: 0.907512 valid_1's binary_logloss: 0.322839
[29] valid_0's auc: 0.916231 valid_0's binary_logloss: 0.315562 valid_1's auc: 0.907548 valid_1's binary_logloss: 0.322137
[30] valid_0's auc: 0.916764 valid_0's binary_logloss: 0.314118 valid_1's auc: 0.907609 valid_1's binary_logloss: 0.321508
[31] valid_0's auc: 0.917363 valid_0's binary_logloss: 0.312626 valid_1's auc: 0.907747 valid_1's binary_logloss: 0.320864
[32] valid_0's auc: 0.917866 valid_0's binary_logloss: 0.311379 valid_1's auc: 0.90771 valid_1's binary_logloss: 0.320495
[33] valid_0's auc: 0.918423 valid_0's binary_logloss: 0.310066 valid_1's auc: 0.907609 valid_1's binary_logloss: 0.320319
[34] valid_0's auc: 0.918943 valid_0's binary_logloss: 0.308859 valid_1's auc: 0.907594 valid_1's binary_logloss: 0.320047
[35] valid_0's auc: 0.919479 valid_0's binary_logloss: 0.307644 valid_1's auc: 0.90762 valid_1's binary_logloss: 0.319762
[36] valid_0's auc: 0.920042 valid_0's binary_logloss: 0.306443 valid_1's auc: 0.907741 valid_1's binary_logloss: 0.319378
[37] valid_0's auc: 0.920618 valid_0's binary_logloss: 0.305329 valid_1's auc: 0.90762 valid_1's binary_logloss: 0.319344
[38] valid_0's auc: 0.921094 valid_0's binary_logloss: 0.304269 valid_1's auc: 0.90753 valid_1's binary_logloss: 0.319331
[39] valid_0's auc: 0.921495 valid_0's binary_logloss: 0.303341 valid_1's auc: 0.907453 valid_1's binary_logloss: 0.319278
[40] valid_0's auc: 0.921992 valid_0's binary_logloss: 0.302363 valid_1's auc: 0.90748 valid_1's binary_logloss: 0.319064
[41] valid_0's auc: 0.92246 valid_0's binary_logloss: 0.301364 valid_1's auc: 0.907618 valid_1's binary_logloss: 0.318754
[42] valid_0's auc: 0.922914 valid_0's binary_logloss: 0.300405 valid_1's auc: 0.907754 valid_1's binary_logloss: 0.318491
[43] valid_0's auc: 0.923272 valid_0's binary_logloss: 0.299597 valid_1's auc: 0.907829 valid_1's binary_logloss: 0.318247
[44] valid_0's auc: 0.923698 valid_0's binary_logloss: 0.298756 valid_1's auc: 0.907784 valid_1's binary_logloss: 0.318189
[45] valid_0's auc: 0.924137 valid_0's binary_logloss: 0.297894 valid_1's auc: 0.907621 valid_1's binary_logloss: 0.318336
[46] valid_0's auc: 0.924454 valid_0's binary_logloss: 0.297225 valid_1's auc: 0.907634 valid_1's binary_logloss: 0.318217
[47] valid_0's auc: 0.924878 valid_0's binary_logloss: 0.296435 valid_1's auc: 0.907569 valid_1's binary_logloss: 0.318201
[48] valid_0's auc: 0.925247 valid_0's binary_logloss: 0.295698 valid_1's auc: 0.907687 valid_1's binary_logloss: 0.317998
[49] valid_0's auc: 0.925601 valid_0's binary_logloss: 0.295045 valid_1's auc: 0.907648 valid_1's binary_logloss: 0.317992
[50] valid_0's auc: 0.926042 valid_0's binary_logloss: 0.294282 valid_1's auc: 0.907637 valid_1's binary_logloss: 0.317905
[51] valid_0's auc: 0.926443 valid_0's binary_logloss: 0.293488 valid_1's auc: 0.907578 valid_1's binary_logloss: 0.317894
[52] valid_0's auc: 0.926768 valid_0's binary_logloss: 0.292808 valid_1's auc: 0.907578 valid_1's binary_logloss: 0.317849
[53] valid_0's auc: 0.927053 valid_0's binary_logloss: 0.292247 valid_1's auc: 0.907528 valid_1's binary_logloss: 0.317869
[54] valid_0's auc: 0.927414 valid_0's binary_logloss: 0.291576 valid_1's auc: 0.907545 valid_1's binary_logloss: 0.317797
[55] valid_0's auc: 0.927746 valid_0's binary_logloss: 0.290957 valid_1's auc: 0.907402 valid_1's binary_logloss: 0.317979
[56] valid_0's auc: 0.928103 valid_0's binary_logloss: 0.290298 valid_1's auc: 0.907421 valid_1's binary_logloss: 0.317903
[57] valid_0's auc: 0.928408 valid_0's binary_logloss: 0.289733 valid_1's auc: 0.907381 valid_1's binary_logloss: 0.317986
[58] valid_0's auc: 0.928677 valid_0's binary_logloss: 0.289255 valid_1's auc: 0.907292 valid_1's binary_logloss: 0.318151
[59] valid_0's auc: 0.928959 valid_0's binary_logloss: 0.28874 valid_1's auc: 0.907212 valid_1's binary_logloss: 0.318223
[60] valid_0's auc: 0.929419 valid_0's binary_logloss: 0.287974 valid_1's auc: 0.907166 valid_1's binary_logloss: 0.318271
[61] valid_0's auc: 0.929747 valid_0's binary_logloss: 0.287367 valid_1's auc: 0.907061 valid_1's binary_logloss: 0.318443
[62] valid_0's auc: 0.930107 valid_0's binary_logloss: 0.286665 valid_1's auc: 0.907051 valid_1's binary_logloss: 0.318496
[63] valid_0's auc: 0.930363 valid_0's binary_logloss: 0.286153 valid_1's auc: 0.907038 valid_1's binary_logloss: 0.318513
[64] valid_0's auc: 0.930884 valid_0's binary_logloss: 0.285287 valid_1's auc: 0.906964 valid_1's binary_logloss: 0.318665
[65] valid_0's auc: 0.931208 valid_0's binary_logloss: 0.28474 valid_1's auc: 0.906957 valid_1's binary_logloss: 0.318666
[66] valid_0's auc: 0.93161 valid_0's binary_logloss: 0.284063 valid_1's auc: 0.90683 valid_1's binary_logloss: 0.318818
[67] valid_0's auc: 0.932005 valid_0's binary_logloss: 0.283433 valid_1's auc: 0.906719 valid_1's binary_logloss: 0.319017
[68] valid_0's auc: 0.932234 valid_0's binary_logloss: 0.282989 valid_1's auc: 0.906751 valid_1's binary_logloss: 0.31896
[69] valid_0's auc: 0.932532 valid_0's binary_logloss: 0.282459 valid_1's auc: 0.906718 valid_1's binary_logloss: 0.319051
[70] valid_0's auc: 0.932851 valid_0's binary_logloss: 0.281905 valid_1's auc: 0.906592 valid_1's binary_logloss: 0.319261
[71] valid_0's auc: 0.933203 valid_0's binary_logloss: 0.281336 valid_1's auc: 0.906564 valid_1's binary_logloss: 0.319306
[72] valid_0's auc: 0.933431 valid_0's binary_logloss: 0.280894 valid_1's auc: 0.906587 valid_1's binary_logloss: 0.31932
[73] valid_0's auc: 0.933727 valid_0's binary_logloss: 0.280387 valid_1's auc: 0.906539 valid_1's binary_logloss: 0.319411
[74] valid_0's auc: 0.934042 valid_0's binary_logloss: 0.279796 valid_1's auc: 0.906505 valid_1's binary_logloss: 0.31948
[75] valid_0's auc: 0.934394 valid_0's binary_logloss: 0.27917 valid_1's auc: 0.906495 valid_1's binary_logloss: 0.319511
[76] valid_0's auc: 0.934695 valid_0's binary_logloss: 0.278645 valid_1's auc: 0.906547 valid_1's binary_logloss: 0.319479
[77] valid_0's auc: 0.934944 valid_0's binary_logloss: 0.278168 valid_1's auc: 0.906468 valid_1's binary_logloss: 0.319624
[78] valid_0's auc: 0.935173 valid_0's binary_logloss: 0.277762 valid_1's auc: 0.90644 valid_1's binary_logloss: 0.319689
[79] valid_0's auc: 0.93554 valid_0's binary_logloss: 0.277139 valid_1's auc: 0.906356 valid_1's binary_logloss: 0.31983
[80] valid_0's auc: 0.935807 valid_0's binary_logloss: 0.276634 valid_1's auc: 0.906268 valid_1's binary_logloss: 0.320015
[81] valid_0's auc: 0.936023 valid_0's binary_logloss: 0.276149 valid_1's auc: 0.90618 valid_1's binary_logloss: 0.320191
[82] valid_0's auc: 0.936238 valid_0's binary_logloss: 0.275725 valid_1's auc: 0.906203 valid_1's binary_logloss: 0.320173
[83] valid_0's auc: 0.936413 valid_0's binary_logloss: 0.275363 valid_1's auc: 0.906154 valid_1's binary_logloss: 0.320239
[84] valid_0's auc: 0.936647 valid_0's binary_logloss: 0.274935 valid_1's auc: 0.906111 valid_1's binary_logloss: 0.320317
[85] valid_0's auc: 0.936899 valid_0's binary_logloss: 0.274474 valid_1's auc: 0.906003 valid_1's binary_logloss: 0.320526
[86] valid_0's auc: 0.937216 valid_0's binary_logloss: 0.273966 valid_1's auc: 0.905982 valid_1's binary_logloss: 0.320597
[87] valid_0's auc: 0.937491 valid_0's binary_logloss: 0.273486 valid_1's auc: 0.905997 valid_1's binary_logloss: 0.320563
[88] valid_0's auc: 0.937709 valid_0's binary_logloss: 0.273036 valid_1's auc: 0.905951 valid_1's binary_logloss: 0.320615
[89] valid_0's auc: 0.937895 valid_0's binary_logloss: 0.272677 valid_1's auc: 0.905905 valid_1's binary_logloss: 0.320696
[90] valid_0's auc: 0.938111 valid_0's binary_logloss: 0.272272 valid_1's auc: 0.905865 valid_1's binary_logloss: 0.320848
[91] valid_0's auc: 0.93837 valid_0's binary_logloss: 0.271827 valid_1's auc: 0.905725 valid_1's binary_logloss: 0.321086
[92] valid_0's auc: 0.93861 valid_0's binary_logloss: 0.271409 valid_1's auc: 0.905726 valid_1's binary_logloss: 0.321074
[93] valid_0's auc: 0.938874 valid_0's binary_logloss: 0.270956 valid_1's auc: 0.905792 valid_1's binary_logloss: 0.32098
[94] valid_0's auc: 0.939119 valid_0's binary_logloss: 0.270462 valid_1's auc: 0.905782 valid_1's binary_logloss: 0.321035
[95] valid_0's auc: 0.93943 valid_0's binary_logloss: 0.269887 valid_1's auc: 0.905779 valid_1's binary_logloss: 0.321089
[96] valid_0's auc: 0.939637 valid_0's binary_logloss: 0.269504 valid_1's auc: 0.905731 valid_1's binary_logloss: 0.3212
[97] valid_0's auc: 0.939819 valid_0's binary_logloss: 0.269107 valid_1's auc: 0.905578 valid_1's binary_logloss: 0.321459
[98] valid_0's auc: 0.940151 valid_0's binary_logloss: 0.268548 valid_1's auc: 0.905365 valid_1's binary_logloss: 0.321814
[99] valid_0's auc: 0.940369 valid_0's binary_logloss: 0.26817 valid_1's auc: 0.905271 valid_1's binary_logloss: 0.322006
[100] valid_0's auc: 0.940622 valid_0's binary_logloss: 0.267724 valid_1's auc: 0.905313 valid_1's binary_logloss: 0.321967
[101] valid_0's auc: 0.940873 valid_0's binary_logloss: 0.267265 valid_1's auc: 0.905192 valid_1's binary_logloss: 0.322163
[102] valid_0's auc: 0.941073 valid_0's binary_logloss: 0.266896 valid_1's auc: 0.905099 valid_1's binary_logloss: 0.32232
[103] valid_0's auc: 0.941367 valid_0's binary_logloss: 0.266401 valid_1's auc: 0.904994 valid_1's binary_logloss: 0.322516
[104] valid_0's auc: 0.941577 valid_0's binary_logloss: 0.265981 valid_1's auc: 0.905007 valid_1's binary_logloss: 0.322435
[105] valid_0's auc: 0.941797 valid_0's binary_logloss: 0.265561 valid_1's auc: 0.904876 valid_1's binary_logloss: 0.322698
[106] valid_0's auc: 0.942068 valid_0's binary_logloss: 0.26511 valid_1's auc: 0.90486 valid_1's binary_logloss: 0.32275
[107] valid_0's auc: 0.942208 valid_0's binary_logloss: 0.264839 valid_1's auc: 0.904748 valid_1's binary_logloss: 0.322953
[108] valid_0's auc: 0.942494 valid_0's binary_logloss: 0.264328 valid_1's auc: 0.904639 valid_1's binary_logloss: 0.323115
[109] valid_0's auc: 0.942693 valid_0's binary_logloss: 0.263899 valid_1's auc: 0.904549 valid_1's binary_logloss: 0.323284
[110] valid_0's auc: 0.942909 valid_0's binary_logloss: 0.263468 valid_1's auc: 0.904541 valid_1's binary_logloss: 0.323317
[111] valid_0's auc: 0.943273 valid_0's binary_logloss: 0.262819 valid_1's auc: 0.904461 valid_1's binary_logloss: 0.323456
[112] valid_0's auc: 0.943554 valid_0's binary_logloss: 0.2623 valid_1's auc: 0.904389 valid_1's binary_logloss: 0.323616
[113] valid_0's auc: 0.943732 valid_0's binary_logloss: 0.261984 valid_1's auc: 0.90433 valid_1's binary_logloss: 0.323727
[114] valid_0's auc: 0.943941 valid_0's binary_logloss: 0.261612 valid_1's auc: 0.904261 valid_1's binary_logloss: 0.323904
[115] valid_0's auc: 0.944269 valid_0's binary_logloss: 0.261049 valid_1's auc: 0.904154 valid_1's binary_logloss: 0.324049
[116] valid_0's auc: 0.944444 valid_0's binary_logloss: 0.260706 valid_1's auc: 0.904131 valid_1's binary_logloss: 0.324053
[117] valid_0's auc: 0.944621 valid_0's binary_logloss: 0.260389 valid_1's auc: 0.904019 valid_1's binary_logloss: 0.32424
[118] valid_0's auc: 0.944826 valid_0's binary_logloss: 0.260018 valid_1's auc: 0.904016 valid_1's binary_logloss: 0.324247
[119] valid_0's auc: 0.944978 valid_0's binary_logloss: 0.259724 valid_1's auc: 0.9039 valid_1's binary_logloss: 0.324443
[120] valid_0's auc: 0.945168 valid_0's binary_logloss: 0.25931 valid_1's auc: 0.903939 valid_1's binary_logloss: 0.324359
[121] valid_0's auc: 0.945453 valid_0's binary_logloss: 0.258777 valid_1's auc: 0.90389 valid_1's binary_logloss: 0.324491
[122] valid_0's auc: 0.945625 valid_0's binary_logloss: 0.258411 valid_1's auc: 0.903877 valid_1's binary_logloss: 0.324549
[123] valid_0's auc: 0.945753 valid_0's binary_logloss: 0.258163 valid_1's auc: 0.903828 valid_1's binary_logloss: 0.324668
[124] valid_0's auc: 0.945907 valid_0's binary_logloss: 0.257827 valid_1's auc: 0.903669 valid_1's binary_logloss: 0.324984
[125] valid_0's auc: 0.94607 valid_0's binary_logloss: 0.257504 valid_1's auc: 0.903676 valid_1's binary_logloss: 0.32499
[126] valid_0's auc: 0.946247 valid_0's binary_logloss: 0.257108 valid_1's auc: 0.903828 valid_1's binary_logloss: 0.324773
[127] valid_0's auc: 0.946499 valid_0's binary_logloss: 0.256599 valid_1's auc: 0.903795 valid_1's binary_logloss: 0.324875
[128] valid_0's auc: 0.946763 valid_0's binary_logloss: 0.256131 valid_1's auc: 0.903687 valid_1's binary_logloss: 0.325075
[129] valid_0's auc: 0.946949 valid_0's binary_logloss: 0.255779 valid_1's auc: 0.903525 valid_1's binary_logloss: 0.325361
[130] valid_0's auc: 0.947079 valid_0's binary_logloss: 0.255495 valid_1's auc: 0.903493 valid_1's binary_logloss: 0.325464
[131] valid_0's auc: 0.947194 valid_0's binary_logloss: 0.255262 valid_1's auc: 0.903417 valid_1's binary_logloss: 0.325622
[132] valid_0's auc: 0.947382 valid_0's binary_logloss: 0.254878 valid_1's auc: 0.903373 valid_1's binary_logloss: 0.325732
[133] valid_0's auc: 0.947514 valid_0's binary_logloss: 0.254627 valid_1's auc: 0.903179 valid_1's binary_logloss: 0.326044
[134] valid_0's auc: 0.94766 valid_0's binary_logloss: 0.254319 valid_1's auc: 0.903139 valid_1's binary_logloss: 0.326086
[135] valid_0's auc: 0.947883 valid_0's binary_logloss: 0.253913 valid_1's auc: 0.903003 valid_1's binary_logloss: 0.326332
[136] valid_0's auc: 0.948009 valid_0's binary_logloss: 0.253649 valid_1's auc: 0.902964 valid_1's binary_logloss: 0.326447
[137] valid_0's auc: 0.948243 valid_0's binary_logloss: 0.253216 valid_1's auc: 0.902963 valid_1's binary_logloss: 0.326507
[138] valid_0's auc: 0.948381 valid_0's binary_logloss: 0.252937 valid_1's auc: 0.903034 valid_1's binary_logloss: 0.326404
[139] valid_0's auc: 0.948549 valid_0's binary_logloss: 0.252612 valid_1's auc: 0.902994 valid_1's binary_logloss: 0.326515
[140] valid_0's auc: 0.948818 valid_0's binary_logloss: 0.252142 valid_1's auc: 0.902975 valid_1's binary_logloss: 0.32662
[141] valid_0's auc: 0.94901 valid_0's binary_logloss: 0.251734 valid_1's auc: 0.90284 valid_1's binary_logloss: 0.326897
[142] valid_0's auc: 0.949147 valid_0's binary_logloss: 0.251425 valid_1's auc: 0.902947 valid_1's binary_logloss: 0.326821
[143] valid_0's auc: 0.949269 valid_0's binary_logloss: 0.251161 valid_1's auc: 0.902898 valid_1's binary_logloss: 0.326949
Early stopping, best iteration is:
[43] valid_0's auc: 0.923272 valid_0's binary_logloss: 0.299597 valid_1's auc: 0.907829 valid_1's binary_logloss: 0.318247
[1] valid_0's auc: 0.889368 valid_0's binary_logloss: 0.516586 valid_1's auc: 0.894755 valid_1's binary_logloss: 0.507927
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.892369 valid_0's binary_logloss: 0.487665 valid_1's auc: 0.897729 valid_1's binary_logloss: 0.478425
[3] valid_0's auc: 0.892766 valid_0's binary_logloss: 0.46459 valid_1's auc: 0.8987 valid_1's binary_logloss: 0.454891
[4] valid_0's auc: 0.894658 valid_0's binary_logloss: 0.445432 valid_1's auc: 0.899309 valid_1's binary_logloss: 0.435927
[5] valid_0's auc: 0.897216 valid_0's binary_logloss: 0.429343 valid_1's auc: 0.901673 valid_1's binary_logloss: 0.420055
[6] valid_0's auc: 0.898836 valid_0's binary_logloss: 0.415681 valid_1's auc: 0.902175 valid_1's binary_logloss: 0.40664
[7] valid_0's auc: 0.900089 valid_0's binary_logloss: 0.403962 valid_1's auc: 0.903133 valid_1's binary_logloss: 0.394925
[8] valid_0's auc: 0.900532 valid_0's binary_logloss: 0.393959 valid_1's auc: 0.903189 valid_1's binary_logloss: 0.38526
[9] valid_0's auc: 0.90162 valid_0's binary_logloss: 0.385233 valid_1's auc: 0.903527 valid_1's binary_logloss: 0.376973
[10] valid_0's auc: 0.902597 valid_0's binary_logloss: 0.377488 valid_1's auc: 0.904084 valid_1's binary_logloss: 0.369513
[11] valid_0's auc: 0.903448 valid_0's binary_logloss: 0.370593 valid_1's auc: 0.904405 valid_1's binary_logloss: 0.363339
[12] valid_0's auc: 0.904159 valid_0's binary_logloss: 0.364575 valid_1's auc: 0.904989 valid_1's binary_logloss: 0.357511
[13] valid_0's auc: 0.905188 valid_0's binary_logloss: 0.359049 valid_1's auc: 0.90489 valid_1's binary_logloss: 0.352976
[14] valid_0's auc: 0.906232 valid_0's binary_logloss: 0.354214 valid_1's auc: 0.905694 valid_1's binary_logloss: 0.348766
[15] valid_0's auc: 0.907064 valid_0's binary_logloss: 0.349752 valid_1's auc: 0.906 valid_1's binary_logloss: 0.345008
[16] valid_0's auc: 0.907672 valid_0's binary_logloss: 0.345873 valid_1's auc: 0.906296 valid_1's binary_logloss: 0.341642
[17] valid_0's auc: 0.908273 valid_0's binary_logloss: 0.342296 valid_1's auc: 0.906357 valid_1's binary_logloss: 0.338802
[18] valid_0's auc: 0.908878 valid_0's binary_logloss: 0.339094 valid_1's auc: 0.906787 valid_1's binary_logloss: 0.336013
[19] valid_0's auc: 0.909576 valid_0's binary_logloss: 0.336175 valid_1's auc: 0.906966 valid_1's binary_logloss: 0.333894
[20] valid_0's auc: 0.910455 valid_0's binary_logloss: 0.333445 valid_1's auc: 0.906931 valid_1's binary_logloss: 0.332059
[21] valid_0's auc: 0.911273 valid_0's binary_logloss: 0.330787 valid_1's auc: 0.907285 valid_1's binary_logloss: 0.330109
[22] valid_0's auc: 0.912074 valid_0's binary_logloss: 0.328439 valid_1's auc: 0.907317 valid_1's binary_logloss: 0.32877
[23] valid_0's auc: 0.912686 valid_0's binary_logloss: 0.326339 valid_1's auc: 0.907226 valid_1's binary_logloss: 0.327636
[24] valid_0's auc: 0.913571 valid_0's binary_logloss: 0.324128 valid_1's auc: 0.907432 valid_1's binary_logloss: 0.326242
[25] valid_0's auc: 0.914116 valid_0's binary_logloss: 0.322264 valid_1's auc: 0.907251 valid_1's binary_logloss: 0.32551
[26] valid_0's auc: 0.914708 valid_0's binary_logloss: 0.320488 valid_1's auc: 0.907327 valid_1's binary_logloss: 0.324633
[27] valid_0's auc: 0.91518 valid_0's binary_logloss: 0.318816 valid_1's auc: 0.907321 valid_1's binary_logloss: 0.32384
[28] valid_0's auc: 0.915702 valid_0's binary_logloss: 0.317272 valid_1's auc: 0.907233 valid_1's binary_logloss: 0.323304
[29] valid_0's auc: 0.916415 valid_0's binary_logloss: 0.315625 valid_1's auc: 0.907055 valid_1's binary_logloss: 0.322952
[30] valid_0's auc: 0.916801 valid_0's binary_logloss: 0.314325 valid_1's auc: 0.907132 valid_1's binary_logloss: 0.322293
[31] valid_0's auc: 0.917206 valid_0's binary_logloss: 0.313086 valid_1's auc: 0.907189 valid_1's binary_logloss: 0.321811
[32] valid_0's auc: 0.917656 valid_0's binary_logloss: 0.311898 valid_1's auc: 0.907343 valid_1's binary_logloss: 0.321211
[33] valid_0's auc: 0.918178 valid_0's binary_logloss: 0.310518 valid_1's auc: 0.907314 valid_1's binary_logloss: 0.32082
[34] valid_0's auc: 0.918631 valid_0's binary_logloss: 0.309331 valid_1's auc: 0.907341 valid_1's binary_logloss: 0.320465
[35] valid_0's auc: 0.919037 valid_0's binary_logloss: 0.308261 valid_1's auc: 0.907426 valid_1's binary_logloss: 0.319981
[36] valid_0's auc: 0.919468 valid_0's binary_logloss: 0.307212 valid_1's auc: 0.907501 valid_1's binary_logloss: 0.319661
[37] valid_0's auc: 0.919844 valid_0's binary_logloss: 0.306237 valid_1's auc: 0.90738 valid_1's binary_logloss: 0.31961
[38] valid_0's auc: 0.920349 valid_0's binary_logloss: 0.305123 valid_1's auc: 0.907299 valid_1's binary_logloss: 0.319397
[39] valid_0's auc: 0.920788 valid_0's binary_logloss: 0.304184 valid_1's auc: 0.907283 valid_1's binary_logloss: 0.319256
[40] valid_0's auc: 0.921133 valid_0's binary_logloss: 0.303349 valid_1's auc: 0.907272 valid_1's binary_logloss: 0.319157
[41] valid_0's auc: 0.92166 valid_0's binary_logloss: 0.302297 valid_1's auc: 0.907314 valid_1's binary_logloss: 0.318916
[42] valid_0's auc: 0.922152 valid_0's binary_logloss: 0.301268 valid_1's auc: 0.907401 valid_1's binary_logloss: 0.318656
[43] valid_0's auc: 0.922665 valid_0's binary_logloss: 0.300317 valid_1's auc: 0.90753 valid_1's binary_logloss: 0.318355
[44] valid_0's auc: 0.923005 valid_0's binary_logloss: 0.299625 valid_1's auc: 0.907641 valid_1's binary_logloss: 0.318043
[45] valid_0's auc: 0.923343 valid_0's binary_logloss: 0.298888 valid_1's auc: 0.9075 valid_1's binary_logloss: 0.318157
[46] valid_0's auc: 0.923757 valid_0's binary_logloss: 0.298114 valid_1's auc: 0.907425 valid_1's binary_logloss: 0.318073
[47] valid_0's auc: 0.924211 valid_0's binary_logloss: 0.297279 valid_1's auc: 0.907393 valid_1's binary_logloss: 0.318047
[48] valid_0's auc: 0.924601 valid_0's binary_logloss: 0.296483 valid_1's auc: 0.907399 valid_1's binary_logloss: 0.317973
[49] valid_0's auc: 0.925153 valid_0's binary_logloss: 0.295574 valid_1's auc: 0.907352 valid_1's binary_logloss: 0.318005
[50] valid_0's auc: 0.92558 valid_0's binary_logloss: 0.294749 valid_1's auc: 0.907272 valid_1's binary_logloss: 0.318067
[51] valid_0's auc: 0.925978 valid_0's binary_logloss: 0.294049 valid_1's auc: 0.907281 valid_1's binary_logloss: 0.318027
[52] valid_0's auc: 0.926402 valid_0's binary_logloss: 0.293351 valid_1's auc: 0.907414 valid_1's binary_logloss: 0.317854
[53] valid_0's auc: 0.926775 valid_0's binary_logloss: 0.292651 valid_1's auc: 0.907348 valid_1's binary_logloss: 0.317922
[54] valid_0's auc: 0.927093 valid_0's binary_logloss: 0.292067 valid_1's auc: 0.907474 valid_1's binary_logloss: 0.317656
[55] valid_0's auc: 0.927547 valid_0's binary_logloss: 0.291229 valid_1's auc: 0.907492 valid_1's binary_logloss: 0.317629
[56] valid_0's auc: 0.927892 valid_0's binary_logloss: 0.290597 valid_1's auc: 0.9075 valid_1's binary_logloss: 0.317593
[57] valid_0's auc: 0.928257 valid_0's binary_logloss: 0.289952 valid_1's auc: 0.907417 valid_1's binary_logloss: 0.317672
[58] valid_0's auc: 0.928574 valid_0's binary_logloss: 0.289375 valid_1's auc: 0.907451 valid_1's binary_logloss: 0.31761
[59] valid_0's auc: 0.928998 valid_0's binary_logloss: 0.288588 valid_1's auc: 0.9074 valid_1's binary_logloss: 0.317717
[60] valid_0's auc: 0.929325 valid_0's binary_logloss: 0.288029 valid_1's auc: 0.907459 valid_1's binary_logloss: 0.317616
[61] valid_0's auc: 0.92968 valid_0's binary_logloss: 0.287356 valid_1's auc: 0.907508 valid_1's binary_logloss: 0.317585
[62] valid_0's auc: 0.930031 valid_0's binary_logloss: 0.286794 valid_1's auc: 0.907473 valid_1's binary_logloss: 0.317605
[63] valid_0's auc: 0.930357 valid_0's binary_logloss: 0.286241 valid_1's auc: 0.9074 valid_1's binary_logloss: 0.317703
[64] valid_0's auc: 0.930635 valid_0's binary_logloss: 0.285766 valid_1's auc: 0.907456 valid_1's binary_logloss: 0.317606
[65] valid_0's auc: 0.93106 valid_0's binary_logloss: 0.285048 valid_1's auc: 0.907463 valid_1's binary_logloss: 0.317558
[66] valid_0's auc: 0.931405 valid_0's binary_logloss: 0.284433 valid_1's auc: 0.907349 valid_1's binary_logloss: 0.31776
[67] valid_0's auc: 0.931731 valid_0's binary_logloss: 0.283831 valid_1's auc: 0.90729 valid_1's binary_logloss: 0.317901
[68] valid_0's auc: 0.932049 valid_0's binary_logloss: 0.283241 valid_1's auc: 0.907312 valid_1's binary_logloss: 0.317877
[69] valid_0's auc: 0.932381 valid_0's binary_logloss: 0.282698 valid_1's auc: 0.907133 valid_1's binary_logloss: 0.318154
[70] valid_0's auc: 0.932691 valid_0's binary_logloss: 0.282134 valid_1's auc: 0.907224 valid_1's binary_logloss: 0.318021
[71] valid_0's auc: 0.932943 valid_0's binary_logloss: 0.281649 valid_1's auc: 0.907162 valid_1's binary_logloss: 0.318097
[72] valid_0's auc: 0.933218 valid_0's binary_logloss: 0.281141 valid_1's auc: 0.907081 valid_1's binary_logloss: 0.318177
[73] valid_0's auc: 0.933531 valid_0's binary_logloss: 0.280638 valid_1's auc: 0.907073 valid_1's binary_logloss: 0.318188
[74] valid_0's auc: 0.933742 valid_0's binary_logloss: 0.280173 valid_1's auc: 0.907083 valid_1's binary_logloss: 0.318187
[75] valid_0's auc: 0.934057 valid_0's binary_logloss: 0.279617 valid_1's auc: 0.907044 valid_1's binary_logloss: 0.318295
[76] valid_0's auc: 0.934279 valid_0's binary_logloss: 0.279176 valid_1's auc: 0.906976 valid_1's binary_logloss: 0.318397
[77] valid_0's auc: 0.934596 valid_0's binary_logloss: 0.278654 valid_1's auc: 0.907055 valid_1's binary_logloss: 0.31833
[78] valid_0's auc: 0.93485 valid_0's binary_logloss: 0.278215 valid_1's auc: 0.906994 valid_1's binary_logloss: 0.31847
[79] valid_0's auc: 0.935126 valid_0's binary_logloss: 0.277719 valid_1's auc: 0.907014 valid_1's binary_logloss: 0.318454
[80] valid_0's auc: 0.935419 valid_0's binary_logloss: 0.277261 valid_1's auc: 0.907022 valid_1's binary_logloss: 0.318455
[81] valid_0's auc: 0.935742 valid_0's binary_logloss: 0.276751 valid_1's auc: 0.906965 valid_1's binary_logloss: 0.318558
[82] valid_0's auc: 0.935973 valid_0's binary_logloss: 0.276331 valid_1's auc: 0.907089 valid_1's binary_logloss: 0.318398
[83] valid_0's auc: 0.936358 valid_0's binary_logloss: 0.275673 valid_1's auc: 0.907033 valid_1's binary_logloss: 0.3185
[84] valid_0's auc: 0.936625 valid_0's binary_logloss: 0.275194 valid_1's auc: 0.907014 valid_1's binary_logloss: 0.318523
[85] valid_0's auc: 0.936949 valid_0's binary_logloss: 0.274613 valid_1's auc: 0.907055 valid_1's binary_logloss: 0.318477
[86] valid_0's auc: 0.937172 valid_0's binary_logloss: 0.274222 valid_1's auc: 0.906924 valid_1's binary_logloss: 0.318724
[87] valid_0's auc: 0.93734 valid_0's binary_logloss: 0.27388 valid_1's auc: 0.906917 valid_1's binary_logloss: 0.318732
[88] valid_0's auc: 0.93764 valid_0's binary_logloss: 0.273377 valid_1's auc: 0.906955 valid_1's binary_logloss: 0.318652
[89] valid_0's auc: 0.937857 valid_0's binary_logloss: 0.272923 valid_1's auc: 0.90689 valid_1's binary_logloss: 0.318769
[90] valid_0's auc: 0.938155 valid_0's binary_logloss: 0.272436 valid_1's auc: 0.906809 valid_1's binary_logloss: 0.318924
[91] valid_0's auc: 0.938364 valid_0's binary_logloss: 0.272015 valid_1's auc: 0.906737 valid_1's binary_logloss: 0.31909
[92] valid_0's auc: 0.938651 valid_0's binary_logloss: 0.271503 valid_1's auc: 0.906695 valid_1's binary_logloss: 0.319158
[93] valid_0's auc: 0.938853 valid_0's binary_logloss: 0.271152 valid_1's auc: 0.906674 valid_1's binary_logloss: 0.319206
[94] valid_0's auc: 0.939104 valid_0's binary_logloss: 0.270696 valid_1's auc: 0.906641 valid_1's binary_logloss: 0.319253
[95] valid_0's auc: 0.939377 valid_0's binary_logloss: 0.270242 valid_1's auc: 0.906489 valid_1's binary_logloss: 0.319521
[96] valid_0's auc: 0.939675 valid_0's binary_logloss: 0.269754 valid_1's auc: 0.906398 valid_1's binary_logloss: 0.319658
[97] valid_0's auc: 0.939898 valid_0's binary_logloss: 0.26939 valid_1's auc: 0.906433 valid_1's binary_logloss: 0.319611
[98] valid_0's auc: 0.940301 valid_0's binary_logloss: 0.268733 valid_1's auc: 0.906466 valid_1's binary_logloss: 0.31952
[99] valid_0's auc: 0.940487 valid_0's binary_logloss: 0.268323 valid_1's auc: 0.906351 valid_1's binary_logloss: 0.319709
[100] valid_0's auc: 0.940684 valid_0's binary_logloss: 0.267966 valid_1's auc: 0.906257 valid_1's binary_logloss: 0.319914
[101] valid_0's auc: 0.940864 valid_0's binary_logloss: 0.267536 valid_1's auc: 0.906281 valid_1's binary_logloss: 0.319888
[102] valid_0's auc: 0.94102 valid_0's binary_logloss: 0.267175 valid_1's auc: 0.9062 valid_1's binary_logloss: 0.320074
[103] valid_0's auc: 0.941195 valid_0's binary_logloss: 0.266812 valid_1's auc: 0.906306 valid_1's binary_logloss: 0.319989
[104] valid_0's auc: 0.941338 valid_0's binary_logloss: 0.266494 valid_1's auc: 0.906282 valid_1's binary_logloss: 0.320094
[105] valid_0's auc: 0.941478 valid_0's binary_logloss: 0.266194 valid_1's auc: 0.906191 valid_1's binary_logloss: 0.320248
[106] valid_0's auc: 0.941737 valid_0's binary_logloss: 0.265719 valid_1's auc: 0.9062 valid_1's binary_logloss: 0.320327
[107] valid_0's auc: 0.941926 valid_0's binary_logloss: 0.265387 valid_1's auc: 0.906224 valid_1's binary_logloss: 0.320293
[108] valid_0's auc: 0.942205 valid_0's binary_logloss: 0.264886 valid_1's auc: 0.906188 valid_1's binary_logloss: 0.320353
[109] valid_0's auc: 0.94239 valid_0's binary_logloss: 0.264586 valid_1's auc: 0.90619 valid_1's binary_logloss: 0.320368
[110] valid_0's auc: 0.942552 valid_0's binary_logloss: 0.264199 valid_1's auc: 0.906049 valid_1's binary_logloss: 0.320586
[111] valid_0's auc: 0.942737 valid_0's binary_logloss: 0.263828 valid_1's auc: 0.906039 valid_1's binary_logloss: 0.320584
[112] valid_0's auc: 0.943023 valid_0's binary_logloss: 0.263311 valid_1's auc: 0.90597 valid_1's binary_logloss: 0.320716
[113] valid_0's auc: 0.943241 valid_0's binary_logloss: 0.262941 valid_1's auc: 0.90591 valid_1's binary_logloss: 0.3208
[114] valid_0's auc: 0.943462 valid_0's binary_logloss: 0.262526 valid_1's auc: 0.905888 valid_1's binary_logloss: 0.320928
[115] valid_0's auc: 0.943755 valid_0's binary_logloss: 0.262022 valid_1's auc: 0.905861 valid_1's binary_logloss: 0.320989
[116] valid_0's auc: 0.944045 valid_0's binary_logloss: 0.261487 valid_1's auc: 0.90579 valid_1's binary_logloss: 0.321123
[117] valid_0's auc: 0.944248 valid_0's binary_logloss: 0.261086 valid_1's auc: 0.905841 valid_1's binary_logloss: 0.321138
[118] valid_0's auc: 0.94446 valid_0's binary_logloss: 0.260664 valid_1's auc: 0.905738 valid_1's binary_logloss: 0.321276
[119] valid_0's auc: 0.944668 valid_0's binary_logloss: 0.260306 valid_1's auc: 0.905811 valid_1's binary_logloss: 0.32118
[120] valid_0's auc: 0.944805 valid_0's binary_logloss: 0.260026 valid_1's auc: 0.905723 valid_1's binary_logloss: 0.321358
[121] valid_0's auc: 0.945075 valid_0's binary_logloss: 0.259516 valid_1's auc: 0.905567 valid_1's binary_logloss: 0.32167
[122] valid_0's auc: 0.945302 valid_0's binary_logloss: 0.259083 valid_1's auc: 0.905624 valid_1's binary_logloss: 0.321597
[123] valid_0's auc: 0.945541 valid_0's binary_logloss: 0.258627 valid_1's auc: 0.905621 valid_1's binary_logloss: 0.321637
[124] valid_0's auc: 0.945707 valid_0's binary_logloss: 0.258332 valid_1's auc: 0.905581 valid_1's binary_logloss: 0.321709
[125] valid_0's auc: 0.94588 valid_0's binary_logloss: 0.25798 valid_1's auc: 0.905563 valid_1's binary_logloss: 0.321798
[126] valid_0's auc: 0.946113 valid_0's binary_logloss: 0.257554 valid_1's auc: 0.905489 valid_1's binary_logloss: 0.321939
[127] valid_0's auc: 0.94628 valid_0's binary_logloss: 0.257213 valid_1's auc: 0.905468 valid_1's binary_logloss: 0.321984
[128] valid_0's auc: 0.94649 valid_0's binary_logloss: 0.256786 valid_1's auc: 0.905372 valid_1's binary_logloss: 0.322167
[129] valid_0's auc: 0.946719 valid_0's binary_logloss: 0.256328 valid_1's auc: 0.905383 valid_1's binary_logloss: 0.322155
[130] valid_0's auc: 0.946867 valid_0's binary_logloss: 0.25604 valid_1's auc: 0.905365 valid_1's binary_logloss: 0.322178
[131] valid_0's auc: 0.94708 valid_0's binary_logloss: 0.255653 valid_1's auc: 0.905246 valid_1's binary_logloss: 0.322337
[132] valid_0's auc: 0.947412 valid_0's binary_logloss: 0.255069 valid_1's auc: 0.90526 valid_1's binary_logloss: 0.322373
[133] valid_0's auc: 0.947537 valid_0's binary_logloss: 0.25479 valid_1's auc: 0.9052 valid_1's binary_logloss: 0.322414
[134] valid_0's auc: 0.94771 valid_0's binary_logloss: 0.254426 valid_1's auc: 0.905241 valid_1's binary_logloss: 0.322468
[135] valid_0's auc: 0.947872 valid_0's binary_logloss: 0.254109 valid_1's auc: 0.905226 valid_1's binary_logloss: 0.322507
[136] valid_0's auc: 0.948043 valid_0's binary_logloss: 0.253782 valid_1's auc: 0.905114 valid_1's binary_logloss: 0.322691
[137] valid_0's auc: 0.948265 valid_0's binary_logloss: 0.253378 valid_1's auc: 0.905057 valid_1's binary_logloss: 0.322831
[138] valid_0's auc: 0.948417 valid_0's binary_logloss: 0.253083 valid_1's auc: 0.905034 valid_1's binary_logloss: 0.322968
[139] valid_0's auc: 0.948591 valid_0's binary_logloss: 0.252767 valid_1's auc: 0.905094 valid_1's binary_logloss: 0.322893
[140] valid_0's auc: 0.948675 valid_0's binary_logloss: 0.252549 valid_1's auc: 0.904995 valid_1's binary_logloss: 0.323132
[141] valid_0's auc: 0.948869 valid_0's binary_logloss: 0.252154 valid_1's auc: 0.904892 valid_1's binary_logloss: 0.323301
[142] valid_0's auc: 0.949082 valid_0's binary_logloss: 0.251727 valid_1's auc: 0.904989 valid_1's binary_logloss: 0.323075
[143] valid_0's auc: 0.949271 valid_0's binary_logloss: 0.251369 valid_1's auc: 0.904933 valid_1's binary_logloss: 0.323202
[144] valid_0's auc: 0.949451 valid_0's binary_logloss: 0.250989 valid_1's auc: 0.904911 valid_1's binary_logloss: 0.323288
Early stopping, best iteration is:
[44] valid_0's auc: 0.923005 valid_0's binary_logloss: 0.299625 valid_1's auc: 0.907641 valid_1's binary_logloss: 0.318043
[1] valid_0's auc: 0.888568 valid_0's binary_logloss: 0.517232 valid_1's auc: 0.893169 valid_1's binary_logloss: 0.508727
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.893525 valid_0's binary_logloss: 0.48805 valid_1's auc: 0.898612 valid_1's binary_logloss: 0.479079
[3] valid_0's auc: 0.895098 valid_0's binary_logloss: 0.465044 valid_1's auc: 0.899666 valid_1's binary_logloss: 0.45542
[4] valid_0's auc: 0.897204 valid_0's binary_logloss: 0.445626 valid_1's auc: 0.9009 valid_1's binary_logloss: 0.436065
[5] valid_0's auc: 0.898082 valid_0's binary_logloss: 0.429582 valid_1's auc: 0.901179 valid_1's binary_logloss: 0.420084
[6] valid_0's auc: 0.899115 valid_0's binary_logloss: 0.416064 valid_1's auc: 0.902064 valid_1's binary_logloss: 0.406467
[7] valid_0's auc: 0.900214 valid_0's binary_logloss: 0.404266 valid_1's auc: 0.90418 valid_1's binary_logloss: 0.394517
[8] valid_0's auc: 0.901071 valid_0's binary_logloss: 0.394186 valid_1's auc: 0.904674 valid_1's binary_logloss: 0.384528
[9] valid_0's auc: 0.902053 valid_0's binary_logloss: 0.3852 valid_1's auc: 0.904911 valid_1's binary_logloss: 0.375991
[10] valid_0's auc: 0.902655 valid_0's binary_logloss: 0.377691 valid_1's auc: 0.905876 valid_1's binary_logloss: 0.368542
[11] valid_0's auc: 0.903721 valid_0's binary_logloss: 0.370845 valid_1's auc: 0.906234 valid_1's binary_logloss: 0.36216
[12] valid_0's auc: 0.90431 valid_0's binary_logloss: 0.364817 valid_1's auc: 0.906361 valid_1's binary_logloss: 0.356697
[13] valid_0's auc: 0.904899 valid_0's binary_logloss: 0.359461 valid_1's auc: 0.906267 valid_1's binary_logloss: 0.351973
[14] valid_0's auc: 0.905421 valid_0's binary_logloss: 0.354711 valid_1's auc: 0.906457 valid_1's binary_logloss: 0.347712
[15] valid_0's auc: 0.906567 valid_0's binary_logloss: 0.350371 valid_1's auc: 0.906775 valid_1's binary_logloss: 0.344046
[16] valid_0's auc: 0.907287 valid_0's binary_logloss: 0.346495 valid_1's auc: 0.907202 valid_1's binary_logloss: 0.340683
[17] valid_0's auc: 0.908034 valid_0's binary_logloss: 0.342933 valid_1's auc: 0.907492 valid_1's binary_logloss: 0.337698
[18] valid_0's auc: 0.908689 valid_0's binary_logloss: 0.339662 valid_1's auc: 0.907887 valid_1's binary_logloss: 0.334943
[19] valid_0's auc: 0.90925 valid_0's binary_logloss: 0.336764 valid_1's auc: 0.908006 valid_1's binary_logloss: 0.332678
[20] valid_0's auc: 0.909644 valid_0's binary_logloss: 0.334259 valid_1's auc: 0.908146 valid_1's binary_logloss: 0.330645
[21] valid_0's auc: 0.910185 valid_0's binary_logloss: 0.33188 valid_1's auc: 0.908169 valid_1's binary_logloss: 0.328924
[22] valid_0's auc: 0.910775 valid_0's binary_logloss: 0.329584 valid_1's auc: 0.908186 valid_1's binary_logloss: 0.327448
[23] valid_0's auc: 0.9114 valid_0's binary_logloss: 0.327507 valid_1's auc: 0.908415 valid_1's binary_logloss: 0.325926
[24] valid_0's auc: 0.911995 valid_0's binary_logloss: 0.325544 valid_1's auc: 0.908411 valid_1's binary_logloss: 0.32485
[25] valid_0's auc: 0.912518 valid_0's binary_logloss: 0.323699 valid_1's auc: 0.908794 valid_1's binary_logloss: 0.323409
[26] valid_0's auc: 0.913113 valid_0's binary_logloss: 0.321982 valid_1's auc: 0.908829 valid_1's binary_logloss: 0.322563
[27] valid_0's auc: 0.913619 valid_0's binary_logloss: 0.320428 valid_1's auc: 0.908773 valid_1's binary_logloss: 0.321857
[28] valid_0's auc: 0.913997 valid_0's binary_logloss: 0.319038 valid_1's auc: 0.908798 valid_1's binary_logloss: 0.321103
[29] valid_0's auc: 0.914534 valid_0's binary_logloss: 0.317595 valid_1's auc: 0.909098 valid_1's binary_logloss: 0.320133
[30] valid_0's auc: 0.915119 valid_0's binary_logloss: 0.316097 valid_1's auc: 0.909132 valid_1's binary_logloss: 0.319557
[31] valid_0's auc: 0.915576 valid_0's binary_logloss: 0.314812 valid_1's auc: 0.909168 valid_1's binary_logloss: 0.319006
[32] valid_0's auc: 0.916098 valid_0's binary_logloss: 0.31357 valid_1's auc: 0.909261 valid_1's binary_logloss: 0.318543
[33] valid_0's auc: 0.916546 valid_0's binary_logloss: 0.312427 valid_1's auc: 0.909244 valid_1's binary_logloss: 0.318171
[34] valid_0's auc: 0.917016 valid_0's binary_logloss: 0.311269 valid_1's auc: 0.90922 valid_1's binary_logloss: 0.317923
[35] valid_0's auc: 0.917414 valid_0's binary_logloss: 0.310243 valid_1's auc: 0.90922 valid_1's binary_logloss: 0.317536
[36] valid_0's auc: 0.917827 valid_0's binary_logloss: 0.309274 valid_1's auc: 0.909295 valid_1's binary_logloss: 0.317185
[37] valid_0's auc: 0.918329 valid_0's binary_logloss: 0.308247 valid_1's auc: 0.909286 valid_1's binary_logloss: 0.316991
[38] valid_0's auc: 0.918748 valid_0's binary_logloss: 0.307341 valid_1's auc: 0.90927 valid_1's binary_logloss: 0.316831
[39] valid_0's auc: 0.919198 valid_0's binary_logloss: 0.306329 valid_1's auc: 0.909351 valid_1's binary_logloss: 0.316452
[40] valid_0's auc: 0.91958 valid_0's binary_logloss: 0.305446 valid_1's auc: 0.909369 valid_1's binary_logloss: 0.316231
[41] valid_0's auc: 0.919912 valid_0's binary_logloss: 0.304679 valid_1's auc: 0.909497 valid_1's binary_logloss: 0.315908
[42] valid_0's auc: 0.920318 valid_0's binary_logloss: 0.303907 valid_1's auc: 0.909541 valid_1's binary_logloss: 0.31578
[43] valid_0's auc: 0.92061 valid_0's binary_logloss: 0.303231 valid_1's auc: 0.909653 valid_1's binary_logloss: 0.315452
[44] valid_0's auc: 0.92103 valid_0's binary_logloss: 0.302464 valid_1's auc: 0.909752 valid_1's binary_logloss: 0.315177
[45] valid_0's auc: 0.921317 valid_0's binary_logloss: 0.301808 valid_1's auc: 0.909747 valid_1's binary_logloss: 0.315096
[46] valid_0's auc: 0.921666 valid_0's binary_logloss: 0.301107 valid_1's auc: 0.909736 valid_1's binary_logloss: 0.314978
[47] valid_0's auc: 0.922041 valid_0's binary_logloss: 0.300378 valid_1's auc: 0.909613 valid_1's binary_logloss: 0.315075
[48] valid_0's auc: 0.9224 valid_0's binary_logloss: 0.299711 valid_1's auc: 0.909529 valid_1's binary_logloss: 0.315117
[49] valid_0's auc: 0.922826 valid_0's binary_logloss: 0.298972 valid_1's auc: 0.909437 valid_1's binary_logloss: 0.315143
[50] valid_0's auc: 0.923229 valid_0's binary_logloss: 0.298196 valid_1's auc: 0.909486 valid_1's binary_logloss: 0.315011
[51] valid_0's auc: 0.923617 valid_0's binary_logloss: 0.297476 valid_1's auc: 0.909499 valid_1's binary_logloss: 0.314934
[52] valid_0's auc: 0.923948 valid_0's binary_logloss: 0.296887 valid_1's auc: 0.90951 valid_1's binary_logloss: 0.314856
[53] valid_0's auc: 0.92432 valid_0's binary_logloss: 0.296196 valid_1's auc: 0.909459 valid_1's binary_logloss: 0.314878
[54] valid_0's auc: 0.924589 valid_0's binary_logloss: 0.29561 valid_1's auc: 0.909494 valid_1's binary_logloss: 0.314761
[55] valid_0's auc: 0.92498 valid_0's binary_logloss: 0.294905 valid_1's auc: 0.909648 valid_1's binary_logloss: 0.314482
[56] valid_0's auc: 0.925413 valid_0's binary_logloss: 0.294165 valid_1's auc: 0.909742 valid_1's binary_logloss: 0.31429
[57] valid_0's auc: 0.925772 valid_0's binary_logloss: 0.29356 valid_1's auc: 0.909684 valid_1's binary_logloss: 0.314415
[58] valid_0's auc: 0.926033 valid_0's binary_logloss: 0.293004 valid_1's auc: 0.909787 valid_1's binary_logloss: 0.314239
[59] valid_0's auc: 0.926356 valid_0's binary_logloss: 0.292504 valid_1's auc: 0.909759 valid_1's binary_logloss: 0.314304
[60] valid_0's auc: 0.92672 valid_0's binary_logloss: 0.291827 valid_1's auc: 0.90976 valid_1's binary_logloss: 0.314252
[61] valid_0's auc: 0.927024 valid_0's binary_logloss: 0.291257 valid_1's auc: 0.909764 valid_1's binary_logloss: 0.314209
[62] valid_0's auc: 0.927374 valid_0's binary_logloss: 0.290674 valid_1's auc: 0.909838 valid_1's binary_logloss: 0.314096
[63] valid_0's auc: 0.927719 valid_0's binary_logloss: 0.29011 valid_1's auc: 0.909692 valid_1's binary_logloss: 0.314267
[64] valid_0's auc: 0.928134 valid_0's binary_logloss: 0.289391 valid_1's auc: 0.909651 valid_1's binary_logloss: 0.314316
[65] valid_0's auc: 0.928387 valid_0's binary_logloss: 0.288941 valid_1's auc: 0.909584 valid_1's binary_logloss: 0.314409
[66] valid_0's auc: 0.928855 valid_0's binary_logloss: 0.288203 valid_1's auc: 0.909694 valid_1's binary_logloss: 0.314209
[67] valid_0's auc: 0.929177 valid_0's binary_logloss: 0.287633 valid_1's auc: 0.909634 valid_1's binary_logloss: 0.314345
[68] valid_0's auc: 0.929458 valid_0's binary_logloss: 0.287132 valid_1's auc: 0.909613 valid_1's binary_logloss: 0.314345
[69] valid_0's auc: 0.929734 valid_0's binary_logloss: 0.286629 valid_1's auc: 0.909472 valid_1's binary_logloss: 0.314557
[70] valid_0's auc: 0.930035 valid_0's binary_logloss: 0.286128 valid_1's auc: 0.909472 valid_1's binary_logloss: 0.314571
[71] valid_0's auc: 0.930261 valid_0's binary_logloss: 0.285711 valid_1's auc: 0.909406 valid_1's binary_logloss: 0.314665
[72] valid_0's auc: 0.930598 valid_0's binary_logloss: 0.28514 valid_1's auc: 0.909427 valid_1's binary_logloss: 0.314585
[73] valid_0's auc: 0.930924 valid_0's binary_logloss: 0.284596 valid_1's auc: 0.909418 valid_1's binary_logloss: 0.314589
[74] valid_0's auc: 0.931099 valid_0's binary_logloss: 0.284258 valid_1's auc: 0.909409 valid_1's binary_logloss: 0.314637
[75] valid_0's auc: 0.931447 valid_0's binary_logloss: 0.283673 valid_1's auc: 0.909363 valid_1's binary_logloss: 0.314718
[76] valid_0's auc: 0.931733 valid_0's binary_logloss: 0.283184 valid_1's auc: 0.909359 valid_1's binary_logloss: 0.314674
[77] valid_0's auc: 0.931926 valid_0's binary_logloss: 0.282801 valid_1's auc: 0.909225 valid_1's binary_logloss: 0.314931
[78] valid_0's auc: 0.93215 valid_0's binary_logloss: 0.282385 valid_1's auc: 0.909219 valid_1's binary_logloss: 0.315013
[79] valid_0's auc: 0.932424 valid_0's binary_logloss: 0.28189 valid_1's auc: 0.909281 valid_1's binary_logloss: 0.31497
[80] valid_0's auc: 0.932659 valid_0's binary_logloss: 0.281455 valid_1's auc: 0.909217 valid_1's binary_logloss: 0.315074
[81] valid_0's auc: 0.93292 valid_0's binary_logloss: 0.280986 valid_1's auc: 0.909131 valid_1's binary_logloss: 0.315219
[82] valid_0's auc: 0.933095 valid_0's binary_logloss: 0.280661 valid_1's auc: 0.90905 valid_1's binary_logloss: 0.315353
[83] valid_0's auc: 0.933396 valid_0's binary_logloss: 0.280163 valid_1's auc: 0.908891 valid_1's binary_logloss: 0.315579
[84] valid_0's auc: 0.933595 valid_0's binary_logloss: 0.279824 valid_1's auc: 0.908786 valid_1's binary_logloss: 0.315742
[85] valid_0's auc: 0.933815 valid_0's binary_logloss: 0.279441 valid_1's auc: 0.908724 valid_1's binary_logloss: 0.315859
[86] valid_0's auc: 0.93401 valid_0's binary_logloss: 0.279074 valid_1's auc: 0.908607 valid_1's binary_logloss: 0.316046
[87] valid_0's auc: 0.934219 valid_0's binary_logloss: 0.278643 valid_1's auc: 0.908524 valid_1's binary_logloss: 0.316197
[88] valid_0's auc: 0.934476 valid_0's binary_logloss: 0.278207 valid_1's auc: 0.90856 valid_1's binary_logloss: 0.316141
[89] valid_0's auc: 0.934741 valid_0's binary_logloss: 0.277744 valid_1's auc: 0.908538 valid_1's binary_logloss: 0.316193
[90] valid_0's auc: 0.935147 valid_0's binary_logloss: 0.277056 valid_1's auc: 0.908588 valid_1's binary_logloss: 0.316144
[91] valid_0's auc: 0.93532 valid_0's binary_logloss: 0.276732 valid_1's auc: 0.908633 valid_1's binary_logloss: 0.316096
[92] valid_0's auc: 0.935472 valid_0's binary_logloss: 0.276442 valid_1's auc: 0.908571 valid_1's binary_logloss: 0.31622
[93] valid_0's auc: 0.935703 valid_0's binary_logloss: 0.276022 valid_1's auc: 0.90861 valid_1's binary_logloss: 0.316176
[94] valid_0's auc: 0.93594 valid_0's binary_logloss: 0.275588 valid_1's auc: 0.908562 valid_1's binary_logloss: 0.316197
[95] valid_0's auc: 0.936291 valid_0's binary_logloss: 0.275015 valid_1's auc: 0.908569 valid_1's binary_logloss: 0.316158
[96] valid_0's auc: 0.936501 valid_0's binary_logloss: 0.274641 valid_1's auc: 0.908593 valid_1's binary_logloss: 0.316111
[97] valid_0's auc: 0.936735 valid_0's binary_logloss: 0.274231 valid_1's auc: 0.908423 valid_1's binary_logloss: 0.316374
[98] valid_0's auc: 0.937018 valid_0's binary_logloss: 0.273734 valid_1's auc: 0.908403 valid_1's binary_logloss: 0.316395
[99] valid_0's auc: 0.937234 valid_0's binary_logloss: 0.273339 valid_1's auc: 0.908348 valid_1's binary_logloss: 0.316523
[100] valid_0's auc: 0.937589 valid_0's binary_logloss: 0.272761 valid_1's auc: 0.908169 valid_1's binary_logloss: 0.31687
[101] valid_0's auc: 0.937714 valid_0's binary_logloss: 0.272478 valid_1's auc: 0.908152 valid_1's binary_logloss: 0.316849
[102] valid_0's auc: 0.937967 valid_0's binary_logloss: 0.272019 valid_1's auc: 0.908072 valid_1's binary_logloss: 0.317009
[103] valid_0's auc: 0.938226 valid_0's binary_logloss: 0.271531 valid_1's auc: 0.907992 valid_1's binary_logloss: 0.317149
[104] valid_0's auc: 0.938481 valid_0's binary_logloss: 0.271108 valid_1's auc: 0.908021 valid_1's binary_logloss: 0.317125
[105] valid_0's auc: 0.938759 valid_0's binary_logloss: 0.270662 valid_1's auc: 0.907968 valid_1's binary_logloss: 0.317208
[106] valid_0's auc: 0.938967 valid_0's binary_logloss: 0.270241 valid_1's auc: 0.907972 valid_1's binary_logloss: 0.317231
[107] valid_0's auc: 0.939212 valid_0's binary_logloss: 0.269802 valid_1's auc: 0.90791 valid_1's binary_logloss: 0.317365
[108] valid_0's auc: 0.939397 valid_0's binary_logloss: 0.269484 valid_1's auc: 0.907834 valid_1's binary_logloss: 0.317532
[109] valid_0's auc: 0.9396 valid_0's binary_logloss: 0.269073 valid_1's auc: 0.907841 valid_1's binary_logloss: 0.317581
[110] valid_0's auc: 0.939778 valid_0's binary_logloss: 0.268762 valid_1's auc: 0.907878 valid_1's binary_logloss: 0.317536
[111] valid_0's auc: 0.939984 valid_0's binary_logloss: 0.268414 valid_1's auc: 0.907818 valid_1's binary_logloss: 0.317602
[112] valid_0's auc: 0.94015 valid_0's binary_logloss: 0.268103 valid_1's auc: 0.907843 valid_1's binary_logloss: 0.317569
[113] valid_0's auc: 0.94025 valid_0's binary_logloss: 0.267875 valid_1's auc: 0.907812 valid_1's binary_logloss: 0.317617
[114] valid_0's auc: 0.940448 valid_0's binary_logloss: 0.267519 valid_1's auc: 0.907775 valid_1's binary_logloss: 0.317699
[115] valid_0's auc: 0.940667 valid_0's binary_logloss: 0.267146 valid_1's auc: 0.907742 valid_1's binary_logloss: 0.317757
[116] valid_0's auc: 0.940862 valid_0's binary_logloss: 0.266732 valid_1's auc: 0.907734 valid_1's binary_logloss: 0.317809
[117] valid_0's auc: 0.941066 valid_0's binary_logloss: 0.266376 valid_1's auc: 0.907717 valid_1's binary_logloss: 0.317848
[118] valid_0's auc: 0.941307 valid_0's binary_logloss: 0.265899 valid_1's auc: 0.907584 valid_1's binary_logloss: 0.318144
[119] valid_0's auc: 0.941453 valid_0's binary_logloss: 0.265615 valid_1's auc: 0.907578 valid_1's binary_logloss: 0.318193
[120] valid_0's auc: 0.941664 valid_0's binary_logloss: 0.265241 valid_1's auc: 0.907532 valid_1's binary_logloss: 0.318277
[121] valid_0's auc: 0.941958 valid_0's binary_logloss: 0.264722 valid_1's auc: 0.907497 valid_1's binary_logloss: 0.31833
[122] valid_0's auc: 0.942096 valid_0's binary_logloss: 0.264434 valid_1's auc: 0.907492 valid_1's binary_logloss: 0.318353
[123] valid_0's auc: 0.942368 valid_0's binary_logloss: 0.263978 valid_1's auc: 0.907438 valid_1's binary_logloss: 0.318436
[124] valid_0's auc: 0.942576 valid_0's binary_logloss: 0.263606 valid_1's auc: 0.907506 valid_1's binary_logloss: 0.318334
[125] valid_0's auc: 0.942728 valid_0's binary_logloss: 0.263258 valid_1's auc: 0.907429 valid_1's binary_logloss: 0.318527
[126] valid_0's auc: 0.9429 valid_0's binary_logloss: 0.262939 valid_1's auc: 0.907361 valid_1's binary_logloss: 0.318664
[127] valid_0's auc: 0.943004 valid_0's binary_logloss: 0.262723 valid_1's auc: 0.907288 valid_1's binary_logloss: 0.318843
[128] valid_0's auc: 0.943191 valid_0's binary_logloss: 0.262383 valid_1's auc: 0.907208 valid_1's binary_logloss: 0.318961
[129] valid_0's auc: 0.943339 valid_0's binary_logloss: 0.262074 valid_1's auc: 0.90726 valid_1's binary_logloss: 0.31884
[130] valid_0's auc: 0.943579 valid_0's binary_logloss: 0.261651 valid_1's auc: 0.907241 valid_1's binary_logloss: 0.318891
[131] valid_0's auc: 0.94375 valid_0's binary_logloss: 0.261266 valid_1's auc: 0.907225 valid_1's binary_logloss: 0.318982
[132] valid_0's auc: 0.94397 valid_0's binary_logloss: 0.260881 valid_1's auc: 0.90723 valid_1's binary_logloss: 0.319071
[133] valid_0's auc: 0.94415 valid_0's binary_logloss: 0.260583 valid_1's auc: 0.907007 valid_1's binary_logloss: 0.319464
[134] valid_0's auc: 0.944336 valid_0's binary_logloss: 0.260224 valid_1's auc: 0.906888 valid_1's binary_logloss: 0.319719
[135] valid_0's auc: 0.94446 valid_0's binary_logloss: 0.259977 valid_1's auc: 0.906866 valid_1's binary_logloss: 0.319777
[136] valid_0's auc: 0.944654 valid_0's binary_logloss: 0.25962 valid_1's auc: 0.906806 valid_1's binary_logloss: 0.319899
[137] valid_0's auc: 0.944877 valid_0's binary_logloss: 0.25924 valid_1's auc: 0.906818 valid_1's binary_logloss: 0.319949
[138] valid_0's auc: 0.945048 valid_0's binary_logloss: 0.258906 valid_1's auc: 0.906786 valid_1's binary_logloss: 0.320018
[139] valid_0's auc: 0.9452 valid_0's binary_logloss: 0.258583 valid_1's auc: 0.9068 valid_1's binary_logloss: 0.32005
[140] valid_0's auc: 0.945366 valid_0's binary_logloss: 0.258267 valid_1's auc: 0.90677 valid_1's binary_logloss: 0.320172
[141] valid_0's auc: 0.945508 valid_0's binary_logloss: 0.257961 valid_1's auc: 0.906802 valid_1's binary_logloss: 0.320151
[142] valid_0's auc: 0.945686 valid_0's binary_logloss: 0.257651 valid_1's auc: 0.906763 valid_1's binary_logloss: 0.320275
[143] valid_0's auc: 0.945799 valid_0's binary_logloss: 0.257429 valid_1's auc: 0.906746 valid_1's binary_logloss: 0.320358
[144] valid_0's auc: 0.94594 valid_0's binary_logloss: 0.257166 valid_1's auc: 0.906641 valid_1's binary_logloss: 0.320548
[145] valid_0's auc: 0.946078 valid_0's binary_logloss: 0.256857 valid_1's auc: 0.906631 valid_1's binary_logloss: 0.32067
[146] valid_0's auc: 0.946292 valid_0's binary_logloss: 0.256458 valid_1's auc: 0.906477 valid_1's binary_logloss: 0.32092
[147] valid_0's auc: 0.946424 valid_0's binary_logloss: 0.256211 valid_1's auc: 0.906497 valid_1's binary_logloss: 0.320915
[148] valid_0's auc: 0.946571 valid_0's binary_logloss: 0.255905 valid_1's auc: 0.906415 valid_1's binary_logloss: 0.321128
[149] valid_0's auc: 0.946695 valid_0's binary_logloss: 0.25567 valid_1's auc: 0.906357 valid_1's binary_logloss: 0.32128
[150] valid_0's auc: 0.946798 valid_0's binary_logloss: 0.255436 valid_1's auc: 0.906332 valid_1's binary_logloss: 0.321317
[151] valid_0's auc: 0.946973 valid_0's binary_logloss: 0.255081 valid_1's auc: 0.906214 valid_1's binary_logloss: 0.321524
[152] valid_0's auc: 0.947105 valid_0's binary_logloss: 0.254834 valid_1's auc: 0.906174 valid_1's binary_logloss: 0.321609
[153] valid_0's auc: 0.947244 valid_0's binary_logloss: 0.254577 valid_1's auc: 0.906171 valid_1's binary_logloss: 0.321658
[154] valid_0's auc: 0.94741 valid_0's binary_logloss: 0.254279 valid_1's auc: 0.906124 valid_1's binary_logloss: 0.321759
[155] valid_0's auc: 0.947505 valid_0's binary_logloss: 0.254064 valid_1's auc: 0.906093 valid_1's binary_logloss: 0.321835
[156] valid_0's auc: 0.947643 valid_0's binary_logloss: 0.253759 valid_1's auc: 0.905935 valid_1's binary_logloss: 0.322154
[157] valid_0's auc: 0.947845 valid_0's binary_logloss: 0.253358 valid_1's auc: 0.905901 valid_1's binary_logloss: 0.322252
[158] valid_0's auc: 0.947944 valid_0's binary_logloss: 0.253133 valid_1's auc: 0.905838 valid_1's binary_logloss: 0.322388
[159] valid_0's auc: 0.948134 valid_0's binary_logloss: 0.252791 valid_1's auc: 0.905813 valid_1's binary_logloss: 0.322498
[160] valid_0's auc: 0.948265 valid_0's binary_logloss: 0.252528 valid_1's auc: 0.90575 valid_1's binary_logloss: 0.322666
[161] valid_0's auc: 0.948369 valid_0's binary_logloss: 0.252284 valid_1's auc: 0.905772 valid_1's binary_logloss: 0.322672
[162] valid_0's auc: 0.948479 valid_0's binary_logloss: 0.252079 valid_1's auc: 0.905747 valid_1's binary_logloss: 0.322745
Early stopping, best iteration is:
[62] valid_0's auc: 0.927374 valid_0's binary_logloss: 0.290674 valid_1's auc: 0.909838 valid_1's binary_logloss: 0.314096
[1] valid_0's auc: 0.883999 valid_0's binary_logloss: 0.517495 valid_1's auc: 0.891234 valid_1's binary_logloss: 0.508616
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891027 valid_0's binary_logloss: 0.488825 valid_1's auc: 0.896641 valid_1's binary_logloss: 0.479157
[3] valid_0's auc: 0.894951 valid_0's binary_logloss: 0.465291 valid_1's auc: 0.899671 valid_1's binary_logloss: 0.455294
[4] valid_0's auc: 0.89606 valid_0's binary_logloss: 0.4462 valid_1's auc: 0.900601 valid_1's binary_logloss: 0.435941
[5] valid_0's auc: 0.897345 valid_0's binary_logloss: 0.43003 valid_1's auc: 0.900711 valid_1's binary_logloss: 0.419873
[6] valid_0's auc: 0.898499 valid_0's binary_logloss: 0.41635 valid_1's auc: 0.901767 valid_1's binary_logloss: 0.406108
[7] valid_0's auc: 0.89983 valid_0's binary_logloss: 0.404494 valid_1's auc: 0.903447 valid_1's binary_logloss: 0.394511
[8] valid_0's auc: 0.900425 valid_0's binary_logloss: 0.394452 valid_1's auc: 0.903731 valid_1's binary_logloss: 0.38466
[9] valid_0's auc: 0.901201 valid_0's binary_logloss: 0.385617 valid_1's auc: 0.903911 valid_1's binary_logloss: 0.376198
[10] valid_0's auc: 0.901776 valid_0's binary_logloss: 0.378074 valid_1's auc: 0.904371 valid_1's binary_logloss: 0.368708
[11] valid_0's auc: 0.902544 valid_0's binary_logloss: 0.37121 valid_1's auc: 0.905007 valid_1's binary_logloss: 0.362032
[12] valid_0's auc: 0.90366 valid_0's binary_logloss: 0.364887 valid_1's auc: 0.905323 valid_1's binary_logloss: 0.356476
[13] valid_0's auc: 0.904305 valid_0's binary_logloss: 0.359711 valid_1's auc: 0.905489 valid_1's binary_logloss: 0.351728
[14] valid_0's auc: 0.905262 valid_0's binary_logloss: 0.354826 valid_1's auc: 0.906348 valid_1's binary_logloss: 0.347409
[15] valid_0's auc: 0.90587 valid_0's binary_logloss: 0.350644 valid_1's auc: 0.906499 valid_1's binary_logloss: 0.343687
[16] valid_0's auc: 0.90626 valid_0's binary_logloss: 0.347097 valid_1's auc: 0.906688 valid_1's binary_logloss: 0.34054
[17] valid_0's auc: 0.906844 valid_0's binary_logloss: 0.343671 valid_1's auc: 0.906994 valid_1's binary_logloss: 0.337526
[18] valid_0's auc: 0.9076 valid_0's binary_logloss: 0.340386 valid_1's auc: 0.907114 valid_1's binary_logloss: 0.334877
[19] valid_0's auc: 0.908461 valid_0's binary_logloss: 0.337529 valid_1's auc: 0.907501 valid_1's binary_logloss: 0.332773
[20] valid_0's auc: 0.909101 valid_0's binary_logloss: 0.334827 valid_1's auc: 0.908205 valid_1's binary_logloss: 0.33029
[21] valid_0's auc: 0.909823 valid_0's binary_logloss: 0.33228 valid_1's auc: 0.90834 valid_1's binary_logloss: 0.328521
[22] valid_0's auc: 0.910415 valid_0's binary_logloss: 0.330045 valid_1's auc: 0.908359 valid_1's binary_logloss: 0.326994
[23] valid_0's auc: 0.911018 valid_0's binary_logloss: 0.327874 valid_1's auc: 0.908714 valid_1's binary_logloss: 0.325227
[24] valid_0's auc: 0.911611 valid_0's binary_logloss: 0.325867 valid_1's auc: 0.908796 valid_1's binary_logloss: 0.323868
[25] valid_0's auc: 0.912178 valid_0's binary_logloss: 0.323949 valid_1's auc: 0.909013 valid_1's binary_logloss: 0.322513
[26] valid_0's auc: 0.912874 valid_0's binary_logloss: 0.322149 valid_1's auc: 0.909102 valid_1's binary_logloss: 0.321504
[27] valid_0's auc: 0.913521 valid_0's binary_logloss: 0.320396 valid_1's auc: 0.909469 valid_1's binary_logloss: 0.320248
[28] valid_0's auc: 0.914034 valid_0's binary_logloss: 0.318902 valid_1's auc: 0.909455 valid_1's binary_logloss: 0.319553
[29] valid_0's auc: 0.91458 valid_0's binary_logloss: 0.317387 valid_1's auc: 0.909758 valid_1's binary_logloss: 0.318551
[30] valid_0's auc: 0.915144 valid_0's binary_logloss: 0.31595 valid_1's auc: 0.909678 valid_1's binary_logloss: 0.318078
[31] valid_0's auc: 0.915618 valid_0's binary_logloss: 0.314668 valid_1's auc: 0.909678 valid_1's binary_logloss: 0.317556
[32] valid_0's auc: 0.916234 valid_0's binary_logloss: 0.31331 valid_1's auc: 0.909591 valid_1's binary_logloss: 0.317238
[33] valid_0's auc: 0.916616 valid_0's binary_logloss: 0.312239 valid_1's auc: 0.909675 valid_1's binary_logloss: 0.316716
[34] valid_0's auc: 0.917182 valid_0's binary_logloss: 0.310978 valid_1's auc: 0.909633 valid_1's binary_logloss: 0.31641
[35] valid_0's auc: 0.917599 valid_0's binary_logloss: 0.309913 valid_1's auc: 0.909573 valid_1's binary_logloss: 0.316209
[36] valid_0's auc: 0.91806 valid_0's binary_logloss: 0.308908 valid_1's auc: 0.909355 valid_1's binary_logloss: 0.316188
[37] valid_0's auc: 0.918485 valid_0's binary_logloss: 0.307974 valid_1's auc: 0.909414 valid_1's binary_logloss: 0.315841
[38] valid_0's auc: 0.918923 valid_0's binary_logloss: 0.307027 valid_1's auc: 0.90948 valid_1's binary_logloss: 0.315497
[39] valid_0's auc: 0.919254 valid_0's binary_logloss: 0.306203 valid_1's auc: 0.909541 valid_1's binary_logloss: 0.31517
[40] valid_0's auc: 0.919724 valid_0's binary_logloss: 0.305269 valid_1's auc: 0.909607 valid_1's binary_logloss: 0.31496
[41] valid_0's auc: 0.920132 valid_0's binary_logloss: 0.304355 valid_1's auc: 0.909591 valid_1's binary_logloss: 0.314901
[42] valid_0's auc: 0.920468 valid_0's binary_logloss: 0.303619 valid_1's auc: 0.909536 valid_1's binary_logloss: 0.314833
[43] valid_0's auc: 0.920768 valid_0's binary_logloss: 0.302947 valid_1's auc: 0.909577 valid_1's binary_logloss: 0.314618
[44] valid_0's auc: 0.9211 valid_0's binary_logloss: 0.302216 valid_1's auc: 0.909551 valid_1's binary_logloss: 0.314493
[45] valid_0's auc: 0.921442 valid_0's binary_logloss: 0.301494 valid_1's auc: 0.909553 valid_1's binary_logloss: 0.314378
[46] valid_0's auc: 0.921737 valid_0's binary_logloss: 0.300877 valid_1's auc: 0.909499 valid_1's binary_logloss: 0.314428
[47] valid_0's auc: 0.922029 valid_0's binary_logloss: 0.300274 valid_1's auc: 0.90936 valid_1's binary_logloss: 0.314544
[48] valid_0's auc: 0.922463 valid_0's binary_logloss: 0.299504 valid_1's auc: 0.909455 valid_1's binary_logloss: 0.314385
[49] valid_0's auc: 0.922872 valid_0's binary_logloss: 0.298755 valid_1's auc: 0.909446 valid_1's binary_logloss: 0.314325
[50] valid_0's auc: 0.923248 valid_0's binary_logloss: 0.298094 valid_1's auc: 0.909348 valid_1's binary_logloss: 0.314403
[51] valid_0's auc: 0.923586 valid_0's binary_logloss: 0.297446 valid_1's auc: 0.909195 valid_1's binary_logloss: 0.314606
[52] valid_0's auc: 0.923987 valid_0's binary_logloss: 0.296759 valid_1's auc: 0.909141 valid_1's binary_logloss: 0.314704
[53] valid_0's auc: 0.92426 valid_0's binary_logloss: 0.296197 valid_1's auc: 0.909132 valid_1's binary_logloss: 0.314609
[54] valid_0's auc: 0.924562 valid_0's binary_logloss: 0.295605 valid_1's auc: 0.90922 valid_1's binary_logloss: 0.314465
[55] valid_0's auc: 0.924869 valid_0's binary_logloss: 0.295 valid_1's auc: 0.909376 valid_1's binary_logloss: 0.314224
[56] valid_0's auc: 0.925279 valid_0's binary_logloss: 0.294292 valid_1's auc: 0.909483 valid_1's binary_logloss: 0.314067
[57] valid_0's auc: 0.925561 valid_0's binary_logloss: 0.293757 valid_1's auc: 0.909493 valid_1's binary_logloss: 0.31403
[58] valid_0's auc: 0.92592 valid_0's binary_logloss: 0.293138 valid_1's auc: 0.909486 valid_1's binary_logloss: 0.314024
[59] valid_0's auc: 0.926256 valid_0's binary_logloss: 0.2925 valid_1's auc: 0.90956 valid_1's binary_logloss: 0.313904
[60] valid_0's auc: 0.926556 valid_0's binary_logloss: 0.29195 valid_1's auc: 0.909422 valid_1's binary_logloss: 0.314117
[61] valid_0's auc: 0.926838 valid_0's binary_logloss: 0.291413 valid_1's auc: 0.9093 valid_1's binary_logloss: 0.314325
[62] valid_0's auc: 0.927068 valid_0's binary_logloss: 0.290952 valid_1's auc: 0.90937 valid_1's binary_logloss: 0.314193
[63] valid_0's auc: 0.927328 valid_0's binary_logloss: 0.290467 valid_1's auc: 0.909482 valid_1's binary_logloss: 0.314056
[64] valid_0's auc: 0.927659 valid_0's binary_logloss: 0.289899 valid_1's auc: 0.909429 valid_1's binary_logloss: 0.314101
[65] valid_0's auc: 0.927996 valid_0's binary_logloss: 0.289389 valid_1's auc: 0.909382 valid_1's binary_logloss: 0.314191
[66] valid_0's auc: 0.928271 valid_0's binary_logloss: 0.288891 valid_1's auc: 0.909419 valid_1's binary_logloss: 0.31411
[67] valid_0's auc: 0.928532 valid_0's binary_logloss: 0.288415 valid_1's auc: 0.909463 valid_1's binary_logloss: 0.314048
[68] valid_0's auc: 0.928911 valid_0's binary_logloss: 0.287732 valid_1's auc: 0.90958 valid_1's binary_logloss: 0.313859
[69] valid_0's auc: 0.929183 valid_0's binary_logloss: 0.287187 valid_1's auc: 0.909508 valid_1's binary_logloss: 0.31389
[70] valid_0's auc: 0.929476 valid_0's binary_logloss: 0.286642 valid_1's auc: 0.909594 valid_1's binary_logloss: 0.313744
[71] valid_0's auc: 0.929733 valid_0's binary_logloss: 0.286216 valid_1's auc: 0.909483 valid_1's binary_logloss: 0.313913
[72] valid_0's auc: 0.929958 valid_0's binary_logloss: 0.285787 valid_1's auc: 0.909478 valid_1's binary_logloss: 0.31394
[73] valid_0's auc: 0.930232 valid_0's binary_logloss: 0.285307 valid_1's auc: 0.909508 valid_1's binary_logloss: 0.313891
[74] valid_0's auc: 0.930479 valid_0's binary_logloss: 0.284855 valid_1's auc: 0.909422 valid_1's binary_logloss: 0.314013
[75] valid_0's auc: 0.930786 valid_0's binary_logloss: 0.284295 valid_1's auc: 0.909488 valid_1's binary_logloss: 0.313936
[76] valid_0's auc: 0.931028 valid_0's binary_logloss: 0.283918 valid_1's auc: 0.909359 valid_1's binary_logloss: 0.31412
[77] valid_0's auc: 0.931304 valid_0's binary_logloss: 0.283461 valid_1's auc: 0.909315 valid_1's binary_logloss: 0.314221
[78] valid_0's auc: 0.931657 valid_0's binary_logloss: 0.282878 valid_1's auc: 0.909354 valid_1's binary_logloss: 0.314175
[79] valid_0's auc: 0.931922 valid_0's binary_logloss: 0.282451 valid_1's auc: 0.909213 valid_1's binary_logloss: 0.314393
[80] valid_0's auc: 0.932237 valid_0's binary_logloss: 0.281898 valid_1's auc: 0.909235 valid_1's binary_logloss: 0.314307
[81] valid_0's auc: 0.932473 valid_0's binary_logloss: 0.281482 valid_1's auc: 0.909281 valid_1's binary_logloss: 0.31426
[82] valid_0's auc: 0.932697 valid_0's binary_logloss: 0.281091 valid_1's auc: 0.909173 valid_1's binary_logloss: 0.314448
[83] valid_0's auc: 0.932994 valid_0's binary_logloss: 0.280572 valid_1's auc: 0.909056 valid_1's binary_logloss: 0.314624
[84] valid_0's auc: 0.933242 valid_0's binary_logloss: 0.280173 valid_1's auc: 0.908972 valid_1's binary_logloss: 0.314763
[85] valid_0's auc: 0.933583 valid_0's binary_logloss: 0.279609 valid_1's auc: 0.908956 valid_1's binary_logloss: 0.31481
[86] valid_0's auc: 0.933825 valid_0's binary_logloss: 0.279209 valid_1's auc: 0.908908 valid_1's binary_logloss: 0.314884
[87] valid_0's auc: 0.934027 valid_0's binary_logloss: 0.278833 valid_1's auc: 0.908942 valid_1's binary_logloss: 0.314877
[88] valid_0's auc: 0.934291 valid_0's binary_logloss: 0.278403 valid_1's auc: 0.909054 valid_1's binary_logloss: 0.314739
[89] valid_0's auc: 0.93449 valid_0's binary_logloss: 0.278055 valid_1's auc: 0.909074 valid_1's binary_logloss: 0.314726
[90] valid_0's auc: 0.934723 valid_0's binary_logloss: 0.277683 valid_1's auc: 0.908973 valid_1's binary_logloss: 0.31491
[91] valid_0's auc: 0.934916 valid_0's binary_logloss: 0.277339 valid_1's auc: 0.908907 valid_1's binary_logloss: 0.315012
[92] valid_0's auc: 0.935191 valid_0's binary_logloss: 0.276843 valid_1's auc: 0.908766 valid_1's binary_logloss: 0.315262
[93] valid_0's auc: 0.935446 valid_0's binary_logloss: 0.276388 valid_1's auc: 0.908627 valid_1's binary_logloss: 0.315481
[94] valid_0's auc: 0.935627 valid_0's binary_logloss: 0.27604 valid_1's auc: 0.908579 valid_1's binary_logloss: 0.315556
[95] valid_0's auc: 0.935853 valid_0's binary_logloss: 0.275605 valid_1's auc: 0.908453 valid_1's binary_logloss: 0.315754
[96] valid_0's auc: 0.936023 valid_0's binary_logloss: 0.275277 valid_1's auc: 0.908387 valid_1's binary_logloss: 0.315888
[97] valid_0's auc: 0.936263 valid_0's binary_logloss: 0.274846 valid_1's auc: 0.90827 valid_1's binary_logloss: 0.316061
[98] valid_0's auc: 0.936589 valid_0's binary_logloss: 0.274279 valid_1's auc: 0.908374 valid_1's binary_logloss: 0.315873
[99] valid_0's auc: 0.936808 valid_0's binary_logloss: 0.27384 valid_1's auc: 0.908344 valid_1's binary_logloss: 0.315918
[100] valid_0's auc: 0.937021 valid_0's binary_logloss: 0.273453 valid_1's auc: 0.908262 valid_1's binary_logloss: 0.3161
[101] valid_0's auc: 0.937236 valid_0's binary_logloss: 0.273064 valid_1's auc: 0.908234 valid_1's binary_logloss: 0.316164
[102] valid_0's auc: 0.937404 valid_0's binary_logloss: 0.272751 valid_1's auc: 0.908176 valid_1's binary_logloss: 0.316287
[103] valid_0's auc: 0.937575 valid_0's binary_logloss: 0.272407 valid_1's auc: 0.908033 valid_1's binary_logloss: 0.316594
[104] valid_0's auc: 0.937762 valid_0's binary_logloss: 0.272079 valid_1's auc: 0.907979 valid_1's binary_logloss: 0.316706
[105] valid_0's auc: 0.938052 valid_0's binary_logloss: 0.271611 valid_1's auc: 0.907902 valid_1's binary_logloss: 0.316861
[106] valid_0's auc: 0.938267 valid_0's binary_logloss: 0.27123 valid_1's auc: 0.90784 valid_1's binary_logloss: 0.316963
[107] valid_0's auc: 0.938475 valid_0's binary_logloss: 0.270835 valid_1's auc: 0.907885 valid_1's binary_logloss: 0.316896
[108] valid_0's auc: 0.938695 valid_0's binary_logloss: 0.270455 valid_1's auc: 0.9079 valid_1's binary_logloss: 0.316917
[109] valid_0's auc: 0.938868 valid_0's binary_logloss: 0.270141 valid_1's auc: 0.907836 valid_1's binary_logloss: 0.31705
[110] valid_0's auc: 0.939071 valid_0's binary_logloss: 0.269768 valid_1's auc: 0.907769 valid_1's binary_logloss: 0.317145
[111] valid_0's auc: 0.939225 valid_0's binary_logloss: 0.269451 valid_1's auc: 0.907782 valid_1's binary_logloss: 0.317161
[112] valid_0's auc: 0.939425 valid_0's binary_logloss: 0.269074 valid_1's auc: 0.907655 valid_1's binary_logloss: 0.317314
[113] valid_0's auc: 0.939668 valid_0's binary_logloss: 0.268643 valid_1's auc: 0.907652 valid_1's binary_logloss: 0.317315
[114] valid_0's auc: 0.939934 valid_0's binary_logloss: 0.268188 valid_1's auc: 0.907568 valid_1's binary_logloss: 0.31749
[115] valid_0's auc: 0.940061 valid_0's binary_logloss: 0.267929 valid_1's auc: 0.907578 valid_1's binary_logloss: 0.317527
[116] valid_0's auc: 0.94023 valid_0's binary_logloss: 0.267642 valid_1's auc: 0.907476 valid_1's binary_logloss: 0.317678
[117] valid_0's auc: 0.940464 valid_0's binary_logloss: 0.267239 valid_1's auc: 0.907411 valid_1's binary_logloss: 0.317776
[118] valid_0's auc: 0.940665 valid_0's binary_logloss: 0.266843 valid_1's auc: 0.907343 valid_1's binary_logloss: 0.317928
[119] valid_0's auc: 0.940885 valid_0's binary_logloss: 0.266458 valid_1's auc: 0.907185 valid_1's binary_logloss: 0.318152
[120] valid_0's auc: 0.941087 valid_0's binary_logloss: 0.266089 valid_1's auc: 0.907083 valid_1's binary_logloss: 0.318332
[121] valid_0's auc: 0.941241 valid_0's binary_logloss: 0.265795 valid_1's auc: 0.907066 valid_1's binary_logloss: 0.318384
[122] valid_0's auc: 0.941424 valid_0's binary_logloss: 0.265472 valid_1's auc: 0.907017 valid_1's binary_logloss: 0.318467
[123] valid_0's auc: 0.941646 valid_0's binary_logloss: 0.265083 valid_1's auc: 0.90695 valid_1's binary_logloss: 0.318594
[124] valid_0's auc: 0.941814 valid_0's binary_logloss: 0.264777 valid_1's auc: 0.906879 valid_1's binary_logloss: 0.318756
[125] valid_0's auc: 0.941942 valid_0's binary_logloss: 0.264522 valid_1's auc: 0.906829 valid_1's binary_logloss: 0.318853
[126] valid_0's auc: 0.942099 valid_0's binary_logloss: 0.264213 valid_1's auc: 0.906809 valid_1's binary_logloss: 0.318916
[127] valid_0's auc: 0.942305 valid_0's binary_logloss: 0.263835 valid_1's auc: 0.906814 valid_1's binary_logloss: 0.318912
[128] valid_0's auc: 0.942509 valid_0's binary_logloss: 0.263478 valid_1's auc: 0.906636 valid_1's binary_logloss: 0.319161
[129] valid_0's auc: 0.942745 valid_0's binary_logloss: 0.26304 valid_1's auc: 0.906664 valid_1's binary_logloss: 0.319119
Early stopping, best iteration is:
[29] valid_0's auc: 0.91458 valid_0's binary_logloss: 0.317387 valid_1's auc: 0.909758 valid_1's binary_logloss: 0.318551
[1] valid_0's auc: 0.88881 valid_0's binary_logloss: 0.516633 valid_1's auc: 0.897809 valid_1's binary_logloss: 0.50731
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.8922 valid_0's binary_logloss: 0.487561 valid_1's auc: 0.899925 valid_1's binary_logloss: 0.477157
[3] valid_0's auc: 0.892838 valid_0's binary_logloss: 0.464389 valid_1's auc: 0.9023 valid_1's binary_logloss: 0.453152
[4] valid_0's auc: 0.894608 valid_0's binary_logloss: 0.444961 valid_1's auc: 0.9023 valid_1's binary_logloss: 0.434111
[5] valid_0's auc: 0.895384 valid_0's binary_logloss: 0.428899 valid_1's auc: 0.901607 valid_1's binary_logloss: 0.41839
[6] valid_0's auc: 0.895814 valid_0's binary_logloss: 0.415402 valid_1's auc: 0.901971 valid_1's binary_logloss: 0.404739
[7] valid_0's auc: 0.897179 valid_0's binary_logloss: 0.403646 valid_1's auc: 0.902712 valid_1's binary_logloss: 0.393451
[8] valid_0's auc: 0.90014 valid_0's binary_logloss: 0.393717 valid_1's auc: 0.904509 valid_1's binary_logloss: 0.383777
[9] valid_0's auc: 0.901656 valid_0's binary_logloss: 0.384637 valid_1's auc: 0.905082 valid_1's binary_logloss: 0.375071
[10] valid_0's auc: 0.902441 valid_0's binary_logloss: 0.376979 valid_1's auc: 0.905389 valid_1's binary_logloss: 0.36779
[11] valid_0's auc: 0.903086 valid_0's binary_logloss: 0.37018 valid_1's auc: 0.905722 valid_1's binary_logloss: 0.361222
[12] valid_0's auc: 0.903811 valid_0's binary_logloss: 0.364179 valid_1's auc: 0.905739 valid_1's binary_logloss: 0.355887
[13] valid_0's auc: 0.904555 valid_0's binary_logloss: 0.359017 valid_1's auc: 0.905925 valid_1's binary_logloss: 0.3513
[14] valid_0's auc: 0.905441 valid_0's binary_logloss: 0.35414 valid_1's auc: 0.90612 valid_1's binary_logloss: 0.347227
[15] valid_0's auc: 0.906121 valid_0's binary_logloss: 0.349903 valid_1's auc: 0.90617 valid_1's binary_logloss: 0.343705
[16] valid_0's auc: 0.906823 valid_0's binary_logloss: 0.346182 valid_1's auc: 0.906356 valid_1's binary_logloss: 0.340575
[17] valid_0's auc: 0.907614 valid_0's binary_logloss: 0.34265 valid_1's auc: 0.906788 valid_1's binary_logloss: 0.337415
[18] valid_0's auc: 0.908426 valid_0's binary_logloss: 0.33935 valid_1's auc: 0.907223 valid_1's binary_logloss: 0.334649
[19] valid_0's auc: 0.909009 valid_0's binary_logloss: 0.336509 valid_1's auc: 0.907285 valid_1's binary_logloss: 0.332519
[20] valid_0's auc: 0.909682 valid_0's binary_logloss: 0.333891 valid_1's auc: 0.90769 valid_1's binary_logloss: 0.330522
[21] valid_0's auc: 0.91025 valid_0's binary_logloss: 0.331419 valid_1's auc: 0.908052 valid_1's binary_logloss: 0.328532
[22] valid_0's auc: 0.910958 valid_0's binary_logloss: 0.329117 valid_1's auc: 0.908118 valid_1's binary_logloss: 0.32705
[23] valid_0's auc: 0.911613 valid_0's binary_logloss: 0.326873 valid_1's auc: 0.908194 valid_1's binary_logloss: 0.325687
[24] valid_0's auc: 0.91224 valid_0's binary_logloss: 0.324827 valid_1's auc: 0.908587 valid_1's binary_logloss: 0.324184
[25] valid_0's auc: 0.912772 valid_0's binary_logloss: 0.323042 valid_1's auc: 0.908864 valid_1's binary_logloss: 0.322854
[26] valid_0's auc: 0.913317 valid_0's binary_logloss: 0.321309 valid_1's auc: 0.90893 valid_1's binary_logloss: 0.321876
[27] valid_0's auc: 0.913764 valid_0's binary_logloss: 0.319778 valid_1's auc: 0.909006 valid_1's binary_logloss: 0.321042
[28] valid_0's auc: 0.914355 valid_0's binary_logloss: 0.318165 valid_1's auc: 0.909178 valid_1's binary_logloss: 0.32025
[29] valid_0's auc: 0.914967 valid_0's binary_logloss: 0.31668 valid_1's auc: 0.909198 valid_1's binary_logloss: 0.319711
[30] valid_0's auc: 0.915458 valid_0's binary_logloss: 0.315289 valid_1's auc: 0.909082 valid_1's binary_logloss: 0.319336
[31] valid_0's auc: 0.915871 valid_0's binary_logloss: 0.314121 valid_1's auc: 0.908966 valid_1's binary_logloss: 0.319009
[32] valid_0's auc: 0.916316 valid_0's binary_logloss: 0.312853 valid_1's auc: 0.909285 valid_1's binary_logloss: 0.318051
[33] valid_0's auc: 0.916767 valid_0's binary_logloss: 0.311725 valid_1's auc: 0.909378 valid_1's binary_logloss: 0.317608
[34] valid_0's auc: 0.917282 valid_0's binary_logloss: 0.310574 valid_1's auc: 0.90946 valid_1's binary_logloss: 0.317193
[35] valid_0's auc: 0.917684 valid_0's binary_logloss: 0.309568 valid_1's auc: 0.909479 valid_1's binary_logloss: 0.316867
[36] valid_0's auc: 0.918036 valid_0's binary_logloss: 0.308643 valid_1's auc: 0.909626 valid_1's binary_logloss: 0.316435
[37] valid_0's auc: 0.918488 valid_0's binary_logloss: 0.307682 valid_1's auc: 0.909497 valid_1's binary_logloss: 0.316373
[38] valid_0's auc: 0.919017 valid_0's binary_logloss: 0.306611 valid_1's auc: 0.909461 valid_1's binary_logloss: 0.316163
[39] valid_0's auc: 0.919405 valid_0's binary_logloss: 0.305691 valid_1's auc: 0.909674 valid_1's binary_logloss: 0.315708
[40] valid_0's auc: 0.919814 valid_0's binary_logloss: 0.30487 valid_1's auc: 0.909625 valid_1's binary_logloss: 0.315659
[41] valid_0's auc: 0.920185 valid_0's binary_logloss: 0.304075 valid_1's auc: 0.909717 valid_1's binary_logloss: 0.315348
[42] valid_0's auc: 0.92057 valid_0's binary_logloss: 0.303237 valid_1's auc: 0.909727 valid_1's binary_logloss: 0.315184
[43] valid_0's auc: 0.921047 valid_0's binary_logloss: 0.302339 valid_1's auc: 0.909837 valid_1's binary_logloss: 0.31495
[44] valid_0's auc: 0.9214 valid_0's binary_logloss: 0.301613 valid_1's auc: 0.909712 valid_1's binary_logloss: 0.315002
[45] valid_0's auc: 0.921786 valid_0's binary_logloss: 0.300824 valid_1's auc: 0.90972 valid_1's binary_logloss: 0.314874
[46] valid_0's auc: 0.922118 valid_0's binary_logloss: 0.300144 valid_1's auc: 0.909706 valid_1's binary_logloss: 0.314801
[47] valid_0's auc: 0.922511 valid_0's binary_logloss: 0.299368 valid_1's auc: 0.909677 valid_1's binary_logloss: 0.314736
[48] valid_0's auc: 0.922848 valid_0's binary_logloss: 0.298732 valid_1's auc: 0.909645 valid_1's binary_logloss: 0.314741
[49] valid_0's auc: 0.923199 valid_0's binary_logloss: 0.298057 valid_1's auc: 0.90953 valid_1's binary_logloss: 0.314827
[50] valid_0's auc: 0.923638 valid_0's binary_logloss: 0.297224 valid_1's auc: 0.909597 valid_1's binary_logloss: 0.314729
[51] valid_0's auc: 0.923936 valid_0's binary_logloss: 0.296631 valid_1's auc: 0.909583 valid_1's binary_logloss: 0.314696
[52] valid_0's auc: 0.924277 valid_0's binary_logloss: 0.296005 valid_1's auc: 0.909579 valid_1's binary_logloss: 0.314709
[53] valid_0's auc: 0.924534 valid_0's binary_logloss: 0.295488 valid_1's auc: 0.909501 valid_1's binary_logloss: 0.3148
[54] valid_0's auc: 0.924896 valid_0's binary_logloss: 0.29488 valid_1's auc: 0.909502 valid_1's binary_logloss: 0.314724
[55] valid_0's auc: 0.925282 valid_0's binary_logloss: 0.294206 valid_1's auc: 0.909327 valid_1's binary_logloss: 0.314906
[56] valid_0's auc: 0.925615 valid_0's binary_logloss: 0.293588 valid_1's auc: 0.909402 valid_1's binary_logloss: 0.314797
[57] valid_0's auc: 0.925884 valid_0's binary_logloss: 0.293082 valid_1's auc: 0.909259 valid_1's binary_logloss: 0.314977
[58] valid_0's auc: 0.926221 valid_0's binary_logloss: 0.292493 valid_1's auc: 0.909219 valid_1's binary_logloss: 0.31501
[59] valid_0's auc: 0.926498 valid_0's binary_logloss: 0.291955 valid_1's auc: 0.909136 valid_1's binary_logloss: 0.315108
[60] valid_0's auc: 0.926801 valid_0's binary_logloss: 0.2914 valid_1's auc: 0.909139 valid_1's binary_logloss: 0.315076
[61] valid_0's auc: 0.927129 valid_0's binary_logloss: 0.290854 valid_1's auc: 0.90919 valid_1's binary_logloss: 0.315078
[62] valid_0's auc: 0.927448 valid_0's binary_logloss: 0.290236 valid_1's auc: 0.909235 valid_1's binary_logloss: 0.31503
[63] valid_0's auc: 0.927722 valid_0's binary_logloss: 0.289723 valid_1's auc: 0.909197 valid_1's binary_logloss: 0.31504
[64] valid_0's auc: 0.928061 valid_0's binary_logloss: 0.289121 valid_1's auc: 0.909369 valid_1's binary_logloss: 0.314817
[65] valid_0's auc: 0.928336 valid_0's binary_logloss: 0.288633 valid_1's auc: 0.909195 valid_1's binary_logloss: 0.315117
[66] valid_0's auc: 0.928674 valid_0's binary_logloss: 0.28806 valid_1's auc: 0.909014 valid_1's binary_logloss: 0.315391
[67] valid_0's auc: 0.928948 valid_0's binary_logloss: 0.287599 valid_1's auc: 0.908966 valid_1's binary_logloss: 0.315494
[68] valid_0's auc: 0.929205 valid_0's binary_logloss: 0.287166 valid_1's auc: 0.908855 valid_1's binary_logloss: 0.315648
[69] valid_0's auc: 0.929538 valid_0's binary_logloss: 0.286581 valid_1's auc: 0.908742 valid_1's binary_logloss: 0.315751
[70] valid_0's auc: 0.929806 valid_0's binary_logloss: 0.286124 valid_1's auc: 0.908809 valid_1's binary_logloss: 0.315658
[71] valid_0's auc: 0.930079 valid_0's binary_logloss: 0.285651 valid_1's auc: 0.908751 valid_1's binary_logloss: 0.315707
[72] valid_0's auc: 0.930367 valid_0's binary_logloss: 0.285162 valid_1's auc: 0.90875 valid_1's binary_logloss: 0.315704
[73] valid_0's auc: 0.930605 valid_0's binary_logloss: 0.284717 valid_1's auc: 0.908789 valid_1's binary_logloss: 0.315651
[74] valid_0's auc: 0.93084 valid_0's binary_logloss: 0.284267 valid_1's auc: 0.908655 valid_1's binary_logloss: 0.315831
[75] valid_0's auc: 0.931049 valid_0's binary_logloss: 0.283852 valid_1's auc: 0.908599 valid_1's binary_logloss: 0.315982
[76] valid_0's auc: 0.931391 valid_0's binary_logloss: 0.28329 valid_1's auc: 0.90852 valid_1's binary_logloss: 0.316132
[77] valid_0's auc: 0.931717 valid_0's binary_logloss: 0.282759 valid_1's auc: 0.908484 valid_1's binary_logloss: 0.316203
[78] valid_0's auc: 0.931964 valid_0's binary_logloss: 0.282305 valid_1's auc: 0.908302 valid_1's binary_logloss: 0.316447
[79] valid_0's auc: 0.932224 valid_0's binary_logloss: 0.281838 valid_1's auc: 0.908347 valid_1's binary_logloss: 0.316388
[80] valid_0's auc: 0.932514 valid_0's binary_logloss: 0.281322 valid_1's auc: 0.9084 valid_1's binary_logloss: 0.316285
[81] valid_0's auc: 0.93284 valid_0's binary_logloss: 0.280793 valid_1's auc: 0.908248 valid_1's binary_logloss: 0.316509
[82] valid_0's auc: 0.933068 valid_0's binary_logloss: 0.280385 valid_1's auc: 0.908075 valid_1's binary_logloss: 0.316732
[83] valid_0's auc: 0.933362 valid_0's binary_logloss: 0.279887 valid_1's auc: 0.907936 valid_1's binary_logloss: 0.316946
[84] valid_0's auc: 0.93357 valid_0's binary_logloss: 0.279488 valid_1's auc: 0.907954 valid_1's binary_logloss: 0.31692
[85] valid_0's auc: 0.933829 valid_0's binary_logloss: 0.279028 valid_1's auc: 0.907928 valid_1's binary_logloss: 0.316991
[86] valid_0's auc: 0.934137 valid_0's binary_logloss: 0.278524 valid_1's auc: 0.907857 valid_1's binary_logloss: 0.317128
[87] valid_0's auc: 0.934366 valid_0's binary_logloss: 0.278118 valid_1's auc: 0.90788 valid_1's binary_logloss: 0.317074
[88] valid_0's auc: 0.934575 valid_0's binary_logloss: 0.277737 valid_1's auc: 0.907939 valid_1's binary_logloss: 0.317018
[89] valid_0's auc: 0.934773 valid_0's binary_logloss: 0.277396 valid_1's auc: 0.907789 valid_1's binary_logloss: 0.317257
[90] valid_0's auc: 0.935028 valid_0's binary_logloss: 0.276944 valid_1's auc: 0.907794 valid_1's binary_logloss: 0.317253
[91] valid_0's auc: 0.935288 valid_0's binary_logloss: 0.276502 valid_1's auc: 0.907594 valid_1's binary_logloss: 0.317586
[92] valid_0's auc: 0.935411 valid_0's binary_logloss: 0.276224 valid_1's auc: 0.907537 valid_1's binary_logloss: 0.317742
[93] valid_0's auc: 0.935664 valid_0's binary_logloss: 0.275785 valid_1's auc: 0.907584 valid_1's binary_logloss: 0.31774
[94] valid_0's auc: 0.935938 valid_0's binary_logloss: 0.275321 valid_1's auc: 0.907536 valid_1's binary_logloss: 0.317805
[95] valid_0's auc: 0.936159 valid_0's binary_logloss: 0.274923 valid_1's auc: 0.907544 valid_1's binary_logloss: 0.317766
[96] valid_0's auc: 0.936404 valid_0's binary_logloss: 0.274511 valid_1's auc: 0.907384 valid_1's binary_logloss: 0.318049
[97] valid_0's auc: 0.936703 valid_0's binary_logloss: 0.273998 valid_1's auc: 0.907371 valid_1's binary_logloss: 0.318079
[98] valid_0's auc: 0.936922 valid_0's binary_logloss: 0.273559 valid_1's auc: 0.907327 valid_1's binary_logloss: 0.318158
[99] valid_0's auc: 0.93717 valid_0's binary_logloss: 0.273123 valid_1's auc: 0.907351 valid_1's binary_logloss: 0.318142
[100] valid_0's auc: 0.937372 valid_0's binary_logloss: 0.272752 valid_1's auc: 0.907468 valid_1's binary_logloss: 0.31796
[101] valid_0's auc: 0.937702 valid_0's binary_logloss: 0.272134 valid_1's auc: 0.907259 valid_1's binary_logloss: 0.318301
[102] valid_0's auc: 0.938007 valid_0's binary_logloss: 0.271624 valid_1's auc: 0.907237 valid_1's binary_logloss: 0.318397
[103] valid_0's auc: 0.9382 valid_0's binary_logloss: 0.271235 valid_1's auc: 0.907233 valid_1's binary_logloss: 0.318405
[104] valid_0's auc: 0.938422 valid_0's binary_logloss: 0.270813 valid_1's auc: 0.907133 valid_1's binary_logloss: 0.318585
[105] valid_0's auc: 0.93862 valid_0's binary_logloss: 0.270448 valid_1's auc: 0.907055 valid_1's binary_logloss: 0.318748
[106] valid_0's auc: 0.93882 valid_0's binary_logloss: 0.270102 valid_1's auc: 0.907013 valid_1's binary_logloss: 0.318759
[107] valid_0's auc: 0.939099 valid_0's binary_logloss: 0.269599 valid_1's auc: 0.907033 valid_1's binary_logloss: 0.318745
[108] valid_0's auc: 0.93929 valid_0's binary_logloss: 0.269246 valid_1's auc: 0.907109 valid_1's binary_logloss: 0.318695
[109] valid_0's auc: 0.939562 valid_0's binary_logloss: 0.268798 valid_1's auc: 0.906976 valid_1's binary_logloss: 0.318929
[110] valid_0's auc: 0.939737 valid_0's binary_logloss: 0.268484 valid_1's auc: 0.906965 valid_1's binary_logloss: 0.318969
[111] valid_0's auc: 0.939932 valid_0's binary_logloss: 0.268109 valid_1's auc: 0.906893 valid_1's binary_logloss: 0.319126
[112] valid_0's auc: 0.940125 valid_0's binary_logloss: 0.267751 valid_1's auc: 0.906876 valid_1's binary_logloss: 0.319195
[113] valid_0's auc: 0.940263 valid_0's binary_logloss: 0.267452 valid_1's auc: 0.90674 valid_1's binary_logloss: 0.319447
[114] valid_0's auc: 0.940529 valid_0's binary_logloss: 0.266992 valid_1's auc: 0.906635 valid_1's binary_logloss: 0.319687
[115] valid_0's auc: 0.940778 valid_0's binary_logloss: 0.266548 valid_1's auc: 0.906566 valid_1's binary_logloss: 0.319841
[116] valid_0's auc: 0.940958 valid_0's binary_logloss: 0.266222 valid_1's auc: 0.906504 valid_1's binary_logloss: 0.319936
[117] valid_0's auc: 0.941239 valid_0's binary_logloss: 0.265732 valid_1's auc: 0.906472 valid_1's binary_logloss: 0.320015
[118] valid_0's auc: 0.941438 valid_0's binary_logloss: 0.265351 valid_1's auc: 0.906538 valid_1's binary_logloss: 0.319969
[119] valid_0's auc: 0.941656 valid_0's binary_logloss: 0.264966 valid_1's auc: 0.906507 valid_1's binary_logloss: 0.320042
[120] valid_0's auc: 0.941811 valid_0's binary_logloss: 0.264654 valid_1's auc: 0.906393 valid_1's binary_logloss: 0.32022
[121] valid_0's auc: 0.941983 valid_0's binary_logloss: 0.264341 valid_1's auc: 0.906441 valid_1's binary_logloss: 0.320189
[122] valid_0's auc: 0.942262 valid_0's binary_logloss: 0.263904 valid_1's auc: 0.906383 valid_1's binary_logloss: 0.320273
[123] valid_0's auc: 0.94246 valid_0's binary_logloss: 0.263555 valid_1's auc: 0.906349 valid_1's binary_logloss: 0.320357
[124] valid_0's auc: 0.942595 valid_0's binary_logloss: 0.263283 valid_1's auc: 0.906354 valid_1's binary_logloss: 0.320357
[125] valid_0's auc: 0.942771 valid_0's binary_logloss: 0.262981 valid_1's auc: 0.906298 valid_1's binary_logloss: 0.32045
[126] valid_0's auc: 0.94292 valid_0's binary_logloss: 0.262704 valid_1's auc: 0.906219 valid_1's binary_logloss: 0.320591
[127] valid_0's auc: 0.943078 valid_0's binary_logloss: 0.262411 valid_1's auc: 0.906271 valid_1's binary_logloss: 0.320521
[128] valid_0's auc: 0.943241 valid_0's binary_logloss: 0.2621 valid_1's auc: 0.906213 valid_1's binary_logloss: 0.320628
[129] valid_0's auc: 0.94337 valid_0's binary_logloss: 0.261843 valid_1's auc: 0.906182 valid_1's binary_logloss: 0.32075
[130] valid_0's auc: 0.943527 valid_0's binary_logloss: 0.261537 valid_1's auc: 0.906135 valid_1's binary_logloss: 0.320819
[131] valid_0's auc: 0.9438 valid_0's binary_logloss: 0.261085 valid_1's auc: 0.906121 valid_1's binary_logloss: 0.320864
[132] valid_0's auc: 0.94401 valid_0's binary_logloss: 0.260673 valid_1's auc: 0.90607 valid_1's binary_logloss: 0.320997
[133] valid_0's auc: 0.944163 valid_0's binary_logloss: 0.260385 valid_1's auc: 0.906018 valid_1's binary_logloss: 0.321112
[134] valid_0's auc: 0.944265 valid_0's binary_logloss: 0.260167 valid_1's auc: 0.905946 valid_1's binary_logloss: 0.321239
[135] valid_0's auc: 0.944549 valid_0's binary_logloss: 0.259695 valid_1's auc: 0.905895 valid_1's binary_logloss: 0.321268
[136] valid_0's auc: 0.944696 valid_0's binary_logloss: 0.259433 valid_1's auc: 0.905947 valid_1's binary_logloss: 0.321239
[137] valid_0's auc: 0.944838 valid_0's binary_logloss: 0.259173 valid_1's auc: 0.905946 valid_1's binary_logloss: 0.32125
[138] valid_0's auc: 0.945025 valid_0's binary_logloss: 0.258826 valid_1's auc: 0.905968 valid_1's binary_logloss: 0.321236
[139] valid_0's auc: 0.945201 valid_0's binary_logloss: 0.258505 valid_1's auc: 0.90594 valid_1's binary_logloss: 0.321337
[140] valid_0's auc: 0.945331 valid_0's binary_logloss: 0.258233 valid_1's auc: 0.905804 valid_1's binary_logloss: 0.321582
[141] valid_0's auc: 0.945428 valid_0's binary_logloss: 0.258017 valid_1's auc: 0.905814 valid_1's binary_logloss: 0.321651
[142] valid_0's auc: 0.945565 valid_0's binary_logloss: 0.257733 valid_1's auc: 0.905769 valid_1's binary_logloss: 0.321746
[143] valid_0's auc: 0.945741 valid_0's binary_logloss: 0.257369 valid_1's auc: 0.905745 valid_1's binary_logloss: 0.321757
Early stopping, best iteration is:
[43] valid_0's auc: 0.921047 valid_0's binary_logloss: 0.302339 valid_1's auc: 0.909837 valid_1's binary_logloss: 0.31495
[1] valid_0's auc: 0.887249 valid_0's binary_logloss: 0.517046 valid_1's auc: 0.892969 valid_1's binary_logloss: 0.508431
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.889524 valid_0's binary_logloss: 0.488088 valid_1's auc: 0.89592 valid_1's binary_logloss: 0.478873
[3] valid_0's auc: 0.891571 valid_0's binary_logloss: 0.464744 valid_1's auc: 0.896177 valid_1's binary_logloss: 0.455472
[4] valid_0's auc: 0.893868 valid_0's binary_logloss: 0.445249 valid_1's auc: 0.897585 valid_1's binary_logloss: 0.43623
[5] valid_0's auc: 0.897186 valid_0's binary_logloss: 0.429114 valid_1's auc: 0.900745 valid_1's binary_logloss: 0.419804
[6] valid_0's auc: 0.898078 valid_0's binary_logloss: 0.415466 valid_1's auc: 0.901242 valid_1's binary_logloss: 0.406401
[7] valid_0's auc: 0.899398 valid_0's binary_logloss: 0.403794 valid_1's auc: 0.90246 valid_1's binary_logloss: 0.394732
[8] valid_0's auc: 0.900616 valid_0's binary_logloss: 0.393732 valid_1's auc: 0.902926 valid_1's binary_logloss: 0.385104
[9] valid_0's auc: 0.901282 valid_0's binary_logloss: 0.384962 valid_1's auc: 0.903761 valid_1's binary_logloss: 0.376423
[10] valid_0's auc: 0.902116 valid_0's binary_logloss: 0.377268 valid_1's auc: 0.903857 valid_1's binary_logloss: 0.369348
[11] valid_0's auc: 0.902911 valid_0's binary_logloss: 0.370559 valid_1's auc: 0.90371 valid_1's binary_logloss: 0.36337
[12] valid_0's auc: 0.903892 valid_0's binary_logloss: 0.364523 valid_1's auc: 0.904465 valid_1's binary_logloss: 0.357744
[13] valid_0's auc: 0.904864 valid_0's binary_logloss: 0.359224 valid_1's auc: 0.904853 valid_1's binary_logloss: 0.352978
[14] valid_0's auc: 0.905535 valid_0's binary_logloss: 0.354517 valid_1's auc: 0.905195 valid_1's binary_logloss: 0.348745
[15] valid_0's auc: 0.906247 valid_0's binary_logloss: 0.350292 valid_1's auc: 0.905529 valid_1's binary_logloss: 0.345032
[16] valid_0's auc: 0.906797 valid_0's binary_logloss: 0.346472 valid_1's auc: 0.905953 valid_1's binary_logloss: 0.341776
[17] valid_0's auc: 0.907358 valid_0's binary_logloss: 0.343123 valid_1's auc: 0.906447 valid_1's binary_logloss: 0.338822
[18] valid_0's auc: 0.908033 valid_0's binary_logloss: 0.339924 valid_1's auc: 0.906787 valid_1's binary_logloss: 0.336244
[19] valid_0's auc: 0.9089 valid_0's binary_logloss: 0.336963 valid_1's auc: 0.906867 valid_1's binary_logloss: 0.334193
[20] valid_0's auc: 0.909369 valid_0's binary_logloss: 0.334443 valid_1's auc: 0.907085 valid_1's binary_logloss: 0.332105
[21] valid_0's auc: 0.91003 valid_0's binary_logloss: 0.331985 valid_1's auc: 0.906959 valid_1's binary_logloss: 0.330663
[22] valid_0's auc: 0.910864 valid_0's binary_logloss: 0.329506 valid_1's auc: 0.907514 valid_1's binary_logloss: 0.328727
[23] valid_0's auc: 0.91153 valid_0's binary_logloss: 0.327413 valid_1's auc: 0.907514 valid_1's binary_logloss: 0.327412
[24] valid_0's auc: 0.912029 valid_0's binary_logloss: 0.325525 valid_1's auc: 0.907583 valid_1's binary_logloss: 0.326119
[25] valid_0's auc: 0.912589 valid_0's binary_logloss: 0.323625 valid_1's auc: 0.907585 valid_1's binary_logloss: 0.324985
[26] valid_0's auc: 0.913172 valid_0's binary_logloss: 0.321842 valid_1's auc: 0.907685 valid_1's binary_logloss: 0.323969
[27] valid_0's auc: 0.913746 valid_0's binary_logloss: 0.320211 valid_1's auc: 0.907944 valid_1's binary_logloss: 0.323003
[28] valid_0's auc: 0.914191 valid_0's binary_logloss: 0.318789 valid_1's auc: 0.908161 valid_1's binary_logloss: 0.321984
[29] valid_0's auc: 0.914635 valid_0's binary_logloss: 0.317378 valid_1's auc: 0.908298 valid_1's binary_logloss: 0.321147
[30] valid_0's auc: 0.915102 valid_0's binary_logloss: 0.316046 valid_1's auc: 0.908386 valid_1's binary_logloss: 0.320581
[31] valid_0's auc: 0.915569 valid_0's binary_logloss: 0.314739 valid_1's auc: 0.908628 valid_1's binary_logloss: 0.319825
[32] valid_0's auc: 0.916028 valid_0's binary_logloss: 0.313492 valid_1's auc: 0.908515 valid_1's binary_logloss: 0.319562
[33] valid_0's auc: 0.916594 valid_0's binary_logloss: 0.312253 valid_1's auc: 0.908586 valid_1's binary_logloss: 0.319131
[34] valid_0's auc: 0.917079 valid_0's binary_logloss: 0.311062 valid_1's auc: 0.908472 valid_1's binary_logloss: 0.318884
[35] valid_0's auc: 0.917491 valid_0's binary_logloss: 0.31004 valid_1's auc: 0.908461 valid_1's binary_logloss: 0.318572
[36] valid_0's auc: 0.917947 valid_0's binary_logloss: 0.309001 valid_1's auc: 0.908416 valid_1's binary_logloss: 0.31842
[37] valid_0's auc: 0.918376 valid_0's binary_logloss: 0.308021 valid_1's auc: 0.908447 valid_1's binary_logloss: 0.318117
[38] valid_0's auc: 0.918778 valid_0's binary_logloss: 0.307141 valid_1's auc: 0.908466 valid_1's binary_logloss: 0.317916
[39] valid_0's auc: 0.919223 valid_0's binary_logloss: 0.306216 valid_1's auc: 0.908337 valid_1's binary_logloss: 0.31792
[40] valid_0's auc: 0.919764 valid_0's binary_logloss: 0.305128 valid_1's auc: 0.908408 valid_1's binary_logloss: 0.317682
[41] valid_0's auc: 0.920187 valid_0's binary_logloss: 0.304281 valid_1's auc: 0.908306 valid_1's binary_logloss: 0.317646
[42] valid_0's auc: 0.920619 valid_0's binary_logloss: 0.303442 valid_1's auc: 0.908257 valid_1's binary_logloss: 0.317622
[43] valid_0's auc: 0.92102 valid_0's binary_logloss: 0.30262 valid_1's auc: 0.908354 valid_1's binary_logloss: 0.317389
[44] valid_0's auc: 0.921413 valid_0's binary_logloss: 0.301836 valid_1's auc: 0.908264 valid_1's binary_logloss: 0.317424
[45] valid_0's auc: 0.921785 valid_0's binary_logloss: 0.301061 valid_1's auc: 0.908129 valid_1's binary_logloss: 0.317502
[46] valid_0's auc: 0.922198 valid_0's binary_logloss: 0.300282 valid_1's auc: 0.907953 valid_1's binary_logloss: 0.317659
[47] valid_0's auc: 0.922522 valid_0's binary_logloss: 0.29963 valid_1's auc: 0.907836 valid_1's binary_logloss: 0.317775
[48] valid_0's auc: 0.922842 valid_0's binary_logloss: 0.298974 valid_1's auc: 0.90791 valid_1's binary_logloss: 0.317593
[49] valid_0's auc: 0.923167 valid_0's binary_logloss: 0.298346 valid_1's auc: 0.907913 valid_1's binary_logloss: 0.317495
[50] valid_0's auc: 0.923535 valid_0's binary_logloss: 0.297701 valid_1's auc: 0.907892 valid_1's binary_logloss: 0.317408
[51] valid_0's auc: 0.923894 valid_0's binary_logloss: 0.296975 valid_1's auc: 0.907848 valid_1's binary_logloss: 0.317438
[52] valid_0's auc: 0.92424 valid_0's binary_logloss: 0.29636 valid_1's auc: 0.907886 valid_1's binary_logloss: 0.317333
[53] valid_0's auc: 0.924484 valid_0's binary_logloss: 0.295875 valid_1's auc: 0.907863 valid_1's binary_logloss: 0.317304
[54] valid_0's auc: 0.924733 valid_0's binary_logloss: 0.29536 valid_1's auc: 0.907977 valid_1's binary_logloss: 0.3171
[55] valid_0's auc: 0.925043 valid_0's binary_logloss: 0.294791 valid_1's auc: 0.907818 valid_1's binary_logloss: 0.317305
[56] valid_0's auc: 0.925485 valid_0's binary_logloss: 0.294096 valid_1's auc: 0.907641 valid_1's binary_logloss: 0.317587
[57] valid_0's auc: 0.925858 valid_0's binary_logloss: 0.293445 valid_1's auc: 0.907598 valid_1's binary_logloss: 0.317677
[58] valid_0's auc: 0.926244 valid_0's binary_logloss: 0.292757 valid_1's auc: 0.907367 valid_1's binary_logloss: 0.318083
[59] valid_0's auc: 0.926466 valid_0's binary_logloss: 0.292343 valid_1's auc: 0.907328 valid_1's binary_logloss: 0.318147
[60] valid_0's auc: 0.926805 valid_0's binary_logloss: 0.291707 valid_1's auc: 0.907261 valid_1's binary_logloss: 0.318239
[61] valid_0's auc: 0.927157 valid_0's binary_logloss: 0.291072 valid_1's auc: 0.907276 valid_1's binary_logloss: 0.318247
[62] valid_0's auc: 0.927457 valid_0's binary_logloss: 0.290536 valid_1's auc: 0.907204 valid_1's binary_logloss: 0.31833
[63] valid_0's auc: 0.927778 valid_0's binary_logloss: 0.29 valid_1's auc: 0.907153 valid_1's binary_logloss: 0.318433
[64] valid_0's auc: 0.928021 valid_0's binary_logloss: 0.289569 valid_1's auc: 0.907204 valid_1's binary_logloss: 0.318313
[65] valid_0's auc: 0.928289 valid_0's binary_logloss: 0.28909 valid_1's auc: 0.907165 valid_1's binary_logloss: 0.318377
[66] valid_0's auc: 0.928527 valid_0's binary_logloss: 0.288646 valid_1's auc: 0.907113 valid_1's binary_logloss: 0.318475
[67] valid_0's auc: 0.928883 valid_0's binary_logloss: 0.288029 valid_1's auc: 0.907105 valid_1's binary_logloss: 0.318526
[68] valid_0's auc: 0.929201 valid_0's binary_logloss: 0.287495 valid_1's auc: 0.907197 valid_1's binary_logloss: 0.318388
[69] valid_0's auc: 0.929378 valid_0's binary_logloss: 0.28713 valid_1's auc: 0.907093 valid_1's binary_logloss: 0.318533
[70] valid_0's auc: 0.929657 valid_0's binary_logloss: 0.28662 valid_1's auc: 0.907128 valid_1's binary_logloss: 0.318459
[71] valid_0's auc: 0.929939 valid_0's binary_logloss: 0.286099 valid_1's auc: 0.907052 valid_1's binary_logloss: 0.318615
[72] valid_0's auc: 0.930105 valid_0's binary_logloss: 0.285756 valid_1's auc: 0.906992 valid_1's binary_logloss: 0.318671
[73] valid_0's auc: 0.930351 valid_0's binary_logloss: 0.285297 valid_1's auc: 0.907029 valid_1's binary_logloss: 0.318652
[74] valid_0's auc: 0.930753 valid_0's binary_logloss: 0.284593 valid_1's auc: 0.906935 valid_1's binary_logloss: 0.318807
[75] valid_0's auc: 0.931083 valid_0's binary_logloss: 0.283957 valid_1's auc: 0.906993 valid_1's binary_logloss: 0.318769
[76] valid_0's auc: 0.93129 valid_0's binary_logloss: 0.283581 valid_1's auc: 0.907011 valid_1's binary_logloss: 0.318765
[77] valid_0's auc: 0.931541 valid_0's binary_logloss: 0.283098 valid_1's auc: 0.906906 valid_1's binary_logloss: 0.318964
[78] valid_0's auc: 0.93177 valid_0's binary_logloss: 0.282639 valid_1's auc: 0.906962 valid_1's binary_logloss: 0.318893
[79] valid_0's auc: 0.931994 valid_0's binary_logloss: 0.282236 valid_1's auc: 0.906909 valid_1's binary_logloss: 0.319021
[80] valid_0's auc: 0.932235 valid_0's binary_logloss: 0.281793 valid_1's auc: 0.906833 valid_1's binary_logloss: 0.319153
[81] valid_0's auc: 0.932496 valid_0's binary_logloss: 0.281291 valid_1's auc: 0.906745 valid_1's binary_logloss: 0.319332
[82] valid_0's auc: 0.932766 valid_0's binary_logloss: 0.280841 valid_1's auc: 0.906572 valid_1's binary_logloss: 0.319648
[83] valid_0's auc: 0.932936 valid_0's binary_logloss: 0.280509 valid_1's auc: 0.906471 valid_1's binary_logloss: 0.31982
[84] valid_0's auc: 0.93312 valid_0's binary_logloss: 0.280145 valid_1's auc: 0.906445 valid_1's binary_logloss: 0.319862
[85] valid_0's auc: 0.933416 valid_0's binary_logloss: 0.279623 valid_1's auc: 0.906433 valid_1's binary_logloss: 0.319932
[86] valid_0's auc: 0.933677 valid_0's binary_logloss: 0.279153 valid_1's auc: 0.906345 valid_1's binary_logloss: 0.320058
[87] valid_0's auc: 0.933857 valid_0's binary_logloss: 0.278851 valid_1's auc: 0.906317 valid_1's binary_logloss: 0.320158
[88] valid_0's auc: 0.934071 valid_0's binary_logloss: 0.278446 valid_1's auc: 0.906246 valid_1's binary_logloss: 0.320301
[89] valid_0's auc: 0.934244 valid_0's binary_logloss: 0.278142 valid_1's auc: 0.906318 valid_1's binary_logloss: 0.320252
[90] valid_0's auc: 0.934521 valid_0's binary_logloss: 0.277663 valid_1's auc: 0.906273 valid_1's binary_logloss: 0.320315
[91] valid_0's auc: 0.934765 valid_0's binary_logloss: 0.277222 valid_1's auc: 0.906145 valid_1's binary_logloss: 0.320584
[92] valid_0's auc: 0.935087 valid_0's binary_logloss: 0.27669 valid_1's auc: 0.906233 valid_1's binary_logloss: 0.320408
[93] valid_0's auc: 0.93527 valid_0's binary_logloss: 0.27635 valid_1's auc: 0.906217 valid_1's binary_logloss: 0.320422
[94] valid_0's auc: 0.935554 valid_0's binary_logloss: 0.275829 valid_1's auc: 0.90619 valid_1's binary_logloss: 0.320544
[95] valid_0's auc: 0.935826 valid_0's binary_logloss: 0.275355 valid_1's auc: 0.90608 valid_1's binary_logloss: 0.3207
[96] valid_0's auc: 0.936105 valid_0's binary_logloss: 0.274884 valid_1's auc: 0.905909 valid_1's binary_logloss: 0.32099
[97] valid_0's auc: 0.93642 valid_0's binary_logloss: 0.274358 valid_1's auc: 0.905958 valid_1's binary_logloss: 0.320931
[98] valid_0's auc: 0.936694 valid_0's binary_logloss: 0.273885 valid_1's auc: 0.905863 valid_1's binary_logloss: 0.321073
[99] valid_0's auc: 0.936914 valid_0's binary_logloss: 0.273519 valid_1's auc: 0.905828 valid_1's binary_logloss: 0.321125
[100] valid_0's auc: 0.937125 valid_0's binary_logloss: 0.273139 valid_1's auc: 0.905746 valid_1's binary_logloss: 0.321292
[101] valid_0's auc: 0.937331 valid_0's binary_logloss: 0.27274 valid_1's auc: 0.905606 valid_1's binary_logloss: 0.321582
[102] valid_0's auc: 0.937499 valid_0's binary_logloss: 0.272424 valid_1's auc: 0.905546 valid_1's binary_logloss: 0.321722
[103] valid_0's auc: 0.937675 valid_0's binary_logloss: 0.272138 valid_1's auc: 0.905512 valid_1's binary_logloss: 0.321791
[104] valid_0's auc: 0.93786 valid_0's binary_logloss: 0.271807 valid_1's auc: 0.905432 valid_1's binary_logloss: 0.321961
[105] valid_0's auc: 0.938166 valid_0's binary_logloss: 0.271293 valid_1's auc: 0.905505 valid_1's binary_logloss: 0.321881
[106] valid_0's auc: 0.938361 valid_0's binary_logloss: 0.270926 valid_1's auc: 0.905346 valid_1's binary_logloss: 0.322153
[107] valid_0's auc: 0.938524 valid_0's binary_logloss: 0.270637 valid_1's auc: 0.905337 valid_1's binary_logloss: 0.322188
[108] valid_0's auc: 0.938766 valid_0's binary_logloss: 0.270148 valid_1's auc: 0.905321 valid_1's binary_logloss: 0.322313
[109] valid_0's auc: 0.938956 valid_0's binary_logloss: 0.269801 valid_1's auc: 0.905263 valid_1's binary_logloss: 0.322498
[110] valid_0's auc: 0.939121 valid_0's binary_logloss: 0.269491 valid_1's auc: 0.905299 valid_1's binary_logloss: 0.322474
[111] valid_0's auc: 0.939323 valid_0's binary_logloss: 0.269111 valid_1's auc: 0.905215 valid_1's binary_logloss: 0.322625
[112] valid_0's auc: 0.939498 valid_0's binary_logloss: 0.268808 valid_1's auc: 0.905234 valid_1's binary_logloss: 0.322582
[113] valid_0's auc: 0.939587 valid_0's binary_logloss: 0.268614 valid_1's auc: 0.905142 valid_1's binary_logloss: 0.322785
[114] valid_0's auc: 0.939826 valid_0's binary_logloss: 0.26818 valid_1's auc: 0.905138 valid_1's binary_logloss: 0.322808
[115] valid_0's auc: 0.940073 valid_0's binary_logloss: 0.26776 valid_1's auc: 0.905149 valid_1's binary_logloss: 0.322795
[116] valid_0's auc: 0.940221 valid_0's binary_logloss: 0.267483 valid_1's auc: 0.905156 valid_1's binary_logloss: 0.322809
[117] valid_0's auc: 0.940416 valid_0's binary_logloss: 0.267152 valid_1's auc: 0.905154 valid_1's binary_logloss: 0.322824
[118] valid_0's auc: 0.940655 valid_0's binary_logloss: 0.266732 valid_1's auc: 0.905124 valid_1's binary_logloss: 0.322885
[119] valid_0's auc: 0.940781 valid_0's binary_logloss: 0.266494 valid_1's auc: 0.904995 valid_1's binary_logloss: 0.323097
[120] valid_0's auc: 0.940998 valid_0's binary_logloss: 0.266118 valid_1's auc: 0.904977 valid_1's binary_logloss: 0.323169
[121] valid_0's auc: 0.941094 valid_0's binary_logloss: 0.265914 valid_1's auc: 0.904969 valid_1's binary_logloss: 0.323168
[122] valid_0's auc: 0.941331 valid_0's binary_logloss: 0.265472 valid_1's auc: 0.904967 valid_1's binary_logloss: 0.323192
[123] valid_0's auc: 0.94152 valid_0's binary_logloss: 0.265128 valid_1's auc: 0.904915 valid_1's binary_logloss: 0.323329
[124] valid_0's auc: 0.941759 valid_0's binary_logloss: 0.264712 valid_1's auc: 0.904838 valid_1's binary_logloss: 0.323542
[125] valid_0's auc: 0.941827 valid_0's binary_logloss: 0.264561 valid_1's auc: 0.904837 valid_1's binary_logloss: 0.32354
[126] valid_0's auc: 0.942004 valid_0's binary_logloss: 0.264253 valid_1's auc: 0.904771 valid_1's binary_logloss: 0.32369
[127] valid_0's auc: 0.942186 valid_0's binary_logloss: 0.263899 valid_1's auc: 0.904709 valid_1's binary_logloss: 0.323881
[128] valid_0's auc: 0.942419 valid_0's binary_logloss: 0.263503 valid_1's auc: 0.904669 valid_1's binary_logloss: 0.323978
[129] valid_0's auc: 0.942585 valid_0's binary_logloss: 0.263195 valid_1's auc: 0.90469 valid_1's binary_logloss: 0.323913
[130] valid_0's auc: 0.942807 valid_0's binary_logloss: 0.262768 valid_1's auc: 0.904623 valid_1's binary_logloss: 0.324056
[131] valid_0's auc: 0.943008 valid_0's binary_logloss: 0.262435 valid_1's auc: 0.904665 valid_1's binary_logloss: 0.324027
Early stopping, best iteration is:
[31] valid_0's auc: 0.915569 valid_0's binary_logloss: 0.314739 valid_1's auc: 0.908628 valid_1's binary_logloss: 0.319825
[1] valid_0's auc: 0.888786 valid_0's binary_logloss: 0.516801 valid_1's auc: 0.894376 valid_1's binary_logloss: 0.508215
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.892051 valid_0's binary_logloss: 0.487909 valid_1's auc: 0.897516 valid_1's binary_logloss: 0.478613
[3] valid_0's auc: 0.892499 valid_0's binary_logloss: 0.464939 valid_1's auc: 0.897999 valid_1's binary_logloss: 0.455284
[4] valid_0's auc: 0.893544 valid_0's binary_logloss: 0.445997 valid_1's auc: 0.898579 valid_1's binary_logloss: 0.43625
[5] valid_0's auc: 0.897183 valid_0's binary_logloss: 0.429801 valid_1's auc: 0.901802 valid_1's binary_logloss: 0.419978
[6] valid_0's auc: 0.898312 valid_0's binary_logloss: 0.416121 valid_1's auc: 0.902211 valid_1's binary_logloss: 0.406386
[7] valid_0's auc: 0.899236 valid_0's binary_logloss: 0.40443 valid_1's auc: 0.902787 valid_1's binary_logloss: 0.394757
[8] valid_0's auc: 0.899639 valid_0's binary_logloss: 0.394315 valid_1's auc: 0.90375 valid_1's binary_logloss: 0.384547
[9] valid_0's auc: 0.900834 valid_0's binary_logloss: 0.38557 valid_1's auc: 0.904192 valid_1's binary_logloss: 0.376078
[10] valid_0's auc: 0.901746 valid_0's binary_logloss: 0.377945 valid_1's auc: 0.904481 valid_1's binary_logloss: 0.368806
[11] valid_0's auc: 0.90252 valid_0's binary_logloss: 0.371205 valid_1's auc: 0.904908 valid_1's binary_logloss: 0.362532
[12] valid_0's auc: 0.903208 valid_0's binary_logloss: 0.365265 valid_1's auc: 0.905106 valid_1's binary_logloss: 0.35705
[13] valid_0's auc: 0.904384 valid_0's binary_logloss: 0.359865 valid_1's auc: 0.90581 valid_1's binary_logloss: 0.352017
[14] valid_0's auc: 0.905128 valid_0's binary_logloss: 0.355111 valid_1's auc: 0.905975 valid_1's binary_logloss: 0.347824
[15] valid_0's auc: 0.905702 valid_0's binary_logloss: 0.350796 valid_1's auc: 0.906461 valid_1's binary_logloss: 0.343983
[16] valid_0's auc: 0.906416 valid_0's binary_logloss: 0.346926 valid_1's auc: 0.907136 valid_1's binary_logloss: 0.340524
[17] valid_0's auc: 0.906965 valid_0's binary_logloss: 0.343512 valid_1's auc: 0.907443 valid_1's binary_logloss: 0.337508
[18] valid_0's auc: 0.907653 valid_0's binary_logloss: 0.340327 valid_1's auc: 0.907568 valid_1's binary_logloss: 0.335135
[19] valid_0's auc: 0.90867 valid_0's binary_logloss: 0.337206 valid_1's auc: 0.907689 valid_1's binary_logloss: 0.332904
[20] valid_0's auc: 0.909209 valid_0's binary_logloss: 0.334692 valid_1's auc: 0.907676 valid_1's binary_logloss: 0.331179
[21] valid_0's auc: 0.90991 valid_0's binary_logloss: 0.3322 valid_1's auc: 0.90771 valid_1's binary_logloss: 0.329477
[22] valid_0's auc: 0.910643 valid_0's binary_logloss: 0.329894 valid_1's auc: 0.907685 valid_1's binary_logloss: 0.328068
[23] valid_0's auc: 0.911375 valid_0's binary_logloss: 0.327592 valid_1's auc: 0.907806 valid_1's binary_logloss: 0.326608
[24] valid_0's auc: 0.912047 valid_0's binary_logloss: 0.325475 valid_1's auc: 0.907924 valid_1's binary_logloss: 0.325412
[25] valid_0's auc: 0.91249 valid_0's binary_logloss: 0.323808 valid_1's auc: 0.907977 valid_1's binary_logloss: 0.324311
[26] valid_0's auc: 0.913075 valid_0's binary_logloss: 0.322115 valid_1's auc: 0.908064 valid_1's binary_logloss: 0.323349
[27] valid_0's auc: 0.913698 valid_0's binary_logloss: 0.320412 valid_1's auc: 0.908291 valid_1's binary_logloss: 0.3223
[28] valid_0's auc: 0.914152 valid_0's binary_logloss: 0.318983 valid_1's auc: 0.908215 valid_1's binary_logloss: 0.321655
[29] valid_0's auc: 0.914788 valid_0's binary_logloss: 0.317385 valid_1's auc: 0.908248 valid_1's binary_logloss: 0.321037
[30] valid_0's auc: 0.9152 valid_0's binary_logloss: 0.316096 valid_1's auc: 0.908523 valid_1's binary_logloss: 0.320182
[31] valid_0's auc: 0.91556 valid_0's binary_logloss: 0.314917 valid_1's auc: 0.908491 valid_1's binary_logloss: 0.319789
[32] valid_0's auc: 0.915986 valid_0's binary_logloss: 0.313727 valid_1's auc: 0.908816 valid_1's binary_logloss: 0.318952
[33] valid_0's auc: 0.916478 valid_0's binary_logloss: 0.312578 valid_1's auc: 0.908876 valid_1's binary_logloss: 0.318495
[34] valid_0's auc: 0.916924 valid_0's binary_logloss: 0.311425 valid_1's auc: 0.908981 valid_1's binary_logloss: 0.318003
[35] valid_0's auc: 0.917365 valid_0's binary_logloss: 0.310288 valid_1's auc: 0.908978 valid_1's binary_logloss: 0.317658
[36] valid_0's auc: 0.917694 valid_0's binary_logloss: 0.309367 valid_1's auc: 0.909051 valid_1's binary_logloss: 0.317322
[37] valid_0's auc: 0.9181 valid_0's binary_logloss: 0.30838 valid_1's auc: 0.909068 valid_1's binary_logloss: 0.317054
[38] valid_0's auc: 0.918483 valid_0's binary_logloss: 0.307536 valid_1's auc: 0.90898 valid_1's binary_logloss: 0.317069
[39] valid_0's auc: 0.918955 valid_0's binary_logloss: 0.30648 valid_1's auc: 0.908922 valid_1's binary_logloss: 0.316952
[40] valid_0's auc: 0.919309 valid_0's binary_logloss: 0.30562 valid_1's auc: 0.909153 valid_1's binary_logloss: 0.316499
[41] valid_0's auc: 0.91983 valid_0's binary_logloss: 0.304604 valid_1's auc: 0.909147 valid_1's binary_logloss: 0.316389
[42] valid_0's auc: 0.920336 valid_0's binary_logloss: 0.303643 valid_1's auc: 0.908989 valid_1's binary_logloss: 0.316482
[43] valid_0's auc: 0.920736 valid_0's binary_logloss: 0.302776 valid_1's auc: 0.908915 valid_1's binary_logloss: 0.316468
[44] valid_0's auc: 0.921159 valid_0's binary_logloss: 0.301928 valid_1's auc: 0.909029 valid_1's binary_logloss: 0.316225
[45] valid_0's auc: 0.921539 valid_0's binary_logloss: 0.301193 valid_1's auc: 0.908992 valid_1's binary_logloss: 0.316126
[46] valid_0's auc: 0.92187 valid_0's binary_logloss: 0.300488 valid_1's auc: 0.909226 valid_1's binary_logloss: 0.315711
[47] valid_0's auc: 0.922245 valid_0's binary_logloss: 0.299758 valid_1's auc: 0.909152 valid_1's binary_logloss: 0.31581
[48] valid_0's auc: 0.922544 valid_0's binary_logloss: 0.299144 valid_1's auc: 0.909222 valid_1's binary_logloss: 0.31565
[49] valid_0's auc: 0.922868 valid_0's binary_logloss: 0.298506 valid_1's auc: 0.909291 valid_1's binary_logloss: 0.315479
[50] valid_0's auc: 0.923161 valid_0's binary_logloss: 0.297913 valid_1's auc: 0.909378 valid_1's binary_logloss: 0.315333
[51] valid_0's auc: 0.923484 valid_0's binary_logloss: 0.297232 valid_1's auc: 0.9094 valid_1's binary_logloss: 0.315207
[52] valid_0's auc: 0.923889 valid_0's binary_logloss: 0.29655 valid_1's auc: 0.909301 valid_1's binary_logloss: 0.315335
[53] valid_0's auc: 0.924254 valid_0's binary_logloss: 0.295955 valid_1's auc: 0.909275 valid_1's binary_logloss: 0.315351
[54] valid_0's auc: 0.924517 valid_0's binary_logloss: 0.295422 valid_1's auc: 0.909247 valid_1's binary_logloss: 0.315353
[55] valid_0's auc: 0.92481 valid_0's binary_logloss: 0.294893 valid_1's auc: 0.90917 valid_1's binary_logloss: 0.315462
[56] valid_0's auc: 0.925141 valid_0's binary_logloss: 0.294306 valid_1's auc: 0.9091 valid_1's binary_logloss: 0.315554
[57] valid_0's auc: 0.925421 valid_0's binary_logloss: 0.293747 valid_1's auc: 0.909024 valid_1's binary_logloss: 0.315621
[58] valid_0's auc: 0.925785 valid_0's binary_logloss: 0.293126 valid_1's auc: 0.909006 valid_1's binary_logloss: 0.315675
[59] valid_0's auc: 0.926173 valid_0's binary_logloss: 0.292439 valid_1's auc: 0.90897 valid_1's binary_logloss: 0.315695
[60] valid_0's auc: 0.926458 valid_0's binary_logloss: 0.291904 valid_1's auc: 0.908798 valid_1's binary_logloss: 0.316004
[61] valid_0's auc: 0.926756 valid_0's binary_logloss: 0.291375 valid_1's auc: 0.908685 valid_1's binary_logloss: 0.316173
[62] valid_0's auc: 0.927138 valid_0's binary_logloss: 0.29077 valid_1's auc: 0.908733 valid_1's binary_logloss: 0.316108
[63] valid_0's auc: 0.927419 valid_0's binary_logloss: 0.290229 valid_1's auc: 0.90879 valid_1's binary_logloss: 0.316013
[64] valid_0's auc: 0.927725 valid_0's binary_logloss: 0.289704 valid_1's auc: 0.908769 valid_1's binary_logloss: 0.31602
[65] valid_0's auc: 0.928033 valid_0's binary_logloss: 0.289182 valid_1's auc: 0.908847 valid_1's binary_logloss: 0.315885
[66] valid_0's auc: 0.928306 valid_0's binary_logloss: 0.288666 valid_1's auc: 0.908855 valid_1's binary_logloss: 0.31594
[67] valid_0's auc: 0.928609 valid_0's binary_logloss: 0.288157 valid_1's auc: 0.908907 valid_1's binary_logloss: 0.315864
[68] valid_0's auc: 0.928906 valid_0's binary_logloss: 0.287625 valid_1's auc: 0.908888 valid_1's binary_logloss: 0.315893
[69] valid_0's auc: 0.929205 valid_0's binary_logloss: 0.287112 valid_1's auc: 0.908883 valid_1's binary_logloss: 0.315933
[70] valid_0's auc: 0.929435 valid_0's binary_logloss: 0.286656 valid_1's auc: 0.908871 valid_1's binary_logloss: 0.315949
[71] valid_0's auc: 0.92975 valid_0's binary_logloss: 0.286139 valid_1's auc: 0.908847 valid_1's binary_logloss: 0.316021
[72] valid_0's auc: 0.930013 valid_0's binary_logloss: 0.285676 valid_1's auc: 0.908798 valid_1's binary_logloss: 0.316112
[73] valid_0's auc: 0.930278 valid_0's binary_logloss: 0.285219 valid_1's auc: 0.908879 valid_1's binary_logloss: 0.316023
[74] valid_0's auc: 0.930518 valid_0's binary_logloss: 0.284797 valid_1's auc: 0.908813 valid_1's binary_logloss: 0.31607
[75] valid_0's auc: 0.930751 valid_0's binary_logloss: 0.284363 valid_1's auc: 0.908718 valid_1's binary_logloss: 0.316274
[76] valid_0's auc: 0.93103 valid_0's binary_logloss: 0.283878 valid_1's auc: 0.908689 valid_1's binary_logloss: 0.316314
[77] valid_0's auc: 0.93123 valid_0's binary_logloss: 0.283455 valid_1's auc: 0.908662 valid_1's binary_logloss: 0.316362
[78] valid_0's auc: 0.931527 valid_0's binary_logloss: 0.282977 valid_1's auc: 0.908556 valid_1's binary_logloss: 0.316511
[79] valid_0's auc: 0.931848 valid_0's binary_logloss: 0.282431 valid_1's auc: 0.908578 valid_1's binary_logloss: 0.316506
[80] valid_0's auc: 0.932055 valid_0's binary_logloss: 0.282006 valid_1's auc: 0.908483 valid_1's binary_logloss: 0.316679
[81] valid_0's auc: 0.932277 valid_0's binary_logloss: 0.281636 valid_1's auc: 0.908391 valid_1's binary_logloss: 0.316806
[82] valid_0's auc: 0.932582 valid_0's binary_logloss: 0.281116 valid_1's auc: 0.908276 valid_1's binary_logloss: 0.317011
[83] valid_0's auc: 0.932788 valid_0's binary_logloss: 0.2807 valid_1's auc: 0.908168 valid_1's binary_logloss: 0.317227
[84] valid_0's auc: 0.933006 valid_0's binary_logloss: 0.280312 valid_1's auc: 0.908055 valid_1's binary_logloss: 0.31746
[85] valid_0's auc: 0.933335 valid_0's binary_logloss: 0.279791 valid_1's auc: 0.907938 valid_1's binary_logloss: 0.317683
[86] valid_0's auc: 0.933519 valid_0's binary_logloss: 0.279419 valid_1's auc: 0.907774 valid_1's binary_logloss: 0.317973
[87] valid_0's auc: 0.933653 valid_0's binary_logloss: 0.279115 valid_1's auc: 0.907676 valid_1's binary_logloss: 0.318156
[88] valid_0's auc: 0.933892 valid_0's binary_logloss: 0.278694 valid_1's auc: 0.907636 valid_1's binary_logloss: 0.318178
[89] valid_0's auc: 0.934164 valid_0's binary_logloss: 0.278215 valid_1's auc: 0.907578 valid_1's binary_logloss: 0.318352
[90] valid_0's auc: 0.934394 valid_0's binary_logloss: 0.277807 valid_1's auc: 0.90743 valid_1's binary_logloss: 0.318558
[91] valid_0's auc: 0.934629 valid_0's binary_logloss: 0.277377 valid_1's auc: 0.907418 valid_1's binary_logloss: 0.318585
[92] valid_0's auc: 0.93478 valid_0's binary_logloss: 0.277118 valid_1's auc: 0.9074 valid_1's binary_logloss: 0.318602
[93] valid_0's auc: 0.935084 valid_0's binary_logloss: 0.27657 valid_1's auc: 0.907257 valid_1's binary_logloss: 0.31882
[94] valid_0's auc: 0.935232 valid_0's binary_logloss: 0.276271 valid_1's auc: 0.907127 valid_1's binary_logloss: 0.319063
[95] valid_0's auc: 0.93546 valid_0's binary_logloss: 0.275822 valid_1's auc: 0.907148 valid_1's binary_logloss: 0.319125
[96] valid_0's auc: 0.935715 valid_0's binary_logloss: 0.275391 valid_1's auc: 0.907175 valid_1's binary_logloss: 0.319077
[97] valid_0's auc: 0.935955 valid_0's binary_logloss: 0.274992 valid_1's auc: 0.907023 valid_1's binary_logloss: 0.319342
[98] valid_0's auc: 0.936203 valid_0's binary_logloss: 0.274573 valid_1's auc: 0.907085 valid_1's binary_logloss: 0.319289
[99] valid_0's auc: 0.936406 valid_0's binary_logloss: 0.27424 valid_1's auc: 0.907131 valid_1's binary_logloss: 0.319247
[100] valid_0's auc: 0.9366 valid_0's binary_logloss: 0.273836 valid_1's auc: 0.907095 valid_1's binary_logloss: 0.319326
[101] valid_0's auc: 0.936853 valid_0's binary_logloss: 0.273432 valid_1's auc: 0.907101 valid_1's binary_logloss: 0.319344
[102] valid_0's auc: 0.937076 valid_0's binary_logloss: 0.273057 valid_1's auc: 0.907053 valid_1's binary_logloss: 0.319395
[103] valid_0's auc: 0.937291 valid_0's binary_logloss: 0.272662 valid_1's auc: 0.907012 valid_1's binary_logloss: 0.319457
[104] valid_0's auc: 0.937458 valid_0's binary_logloss: 0.272327 valid_1's auc: 0.906917 valid_1's binary_logloss: 0.319621
[105] valid_0's auc: 0.9376 valid_0's binary_logloss: 0.272015 valid_1's auc: 0.90672 valid_1's binary_logloss: 0.319998
[106] valid_0's auc: 0.937839 valid_0's binary_logloss: 0.271611 valid_1's auc: 0.906688 valid_1's binary_logloss: 0.320012
[107] valid_0's auc: 0.938091 valid_0's binary_logloss: 0.271178 valid_1's auc: 0.906649 valid_1's binary_logloss: 0.320073
[108] valid_0's auc: 0.938233 valid_0's binary_logloss: 0.270899 valid_1's auc: 0.906552 valid_1's binary_logloss: 0.320213
[109] valid_0's auc: 0.938444 valid_0's binary_logloss: 0.270517 valid_1's auc: 0.90647 valid_1's binary_logloss: 0.320357
[110] valid_0's auc: 0.938603 valid_0's binary_logloss: 0.270203 valid_1's auc: 0.906416 valid_1's binary_logloss: 0.320516
[111] valid_0's auc: 0.938819 valid_0's binary_logloss: 0.269825 valid_1's auc: 0.90639 valid_1's binary_logloss: 0.320513
[112] valid_0's auc: 0.939049 valid_0's binary_logloss: 0.269432 valid_1's auc: 0.906417 valid_1's binary_logloss: 0.3205
[113] valid_0's auc: 0.939222 valid_0's binary_logloss: 0.269081 valid_1's auc: 0.906454 valid_1's binary_logloss: 0.320432
[114] valid_0's auc: 0.939388 valid_0's binary_logloss: 0.268763 valid_1's auc: 0.906478 valid_1's binary_logloss: 0.320436
[115] valid_0's auc: 0.939628 valid_0's binary_logloss: 0.26831 valid_1's auc: 0.906328 valid_1's binary_logloss: 0.320672
[116] valid_0's auc: 0.939739 valid_0's binary_logloss: 0.26808 valid_1's auc: 0.906273 valid_1's binary_logloss: 0.320863
[117] valid_0's auc: 0.939874 valid_0's binary_logloss: 0.267837 valid_1's auc: 0.906295 valid_1's binary_logloss: 0.320826
[118] valid_0's auc: 0.940089 valid_0's binary_logloss: 0.267441 valid_1's auc: 0.906165 valid_1's binary_logloss: 0.32111
[119] valid_0's auc: 0.940367 valid_0's binary_logloss: 0.266964 valid_1's auc: 0.906236 valid_1's binary_logloss: 0.32097
[120] valid_0's auc: 0.940587 valid_0's binary_logloss: 0.266546 valid_1's auc: 0.906223 valid_1's binary_logloss: 0.321039
[121] valid_0's auc: 0.940751 valid_0's binary_logloss: 0.266243 valid_1's auc: 0.906137 valid_1's binary_logloss: 0.321232
[122] valid_0's auc: 0.940894 valid_0's binary_logloss: 0.265945 valid_1's auc: 0.906042 valid_1's binary_logloss: 0.321446
[123] valid_0's auc: 0.941108 valid_0's binary_logloss: 0.26555 valid_1's auc: 0.905976 valid_1's binary_logloss: 0.321608
[124] valid_0's auc: 0.941217 valid_0's binary_logloss: 0.265311 valid_1's auc: 0.905893 valid_1's binary_logloss: 0.321821
[125] valid_0's auc: 0.941403 valid_0's binary_logloss: 0.264992 valid_1's auc: 0.905871 valid_1's binary_logloss: 0.321859
[126] valid_0's auc: 0.941561 valid_0's binary_logloss: 0.264697 valid_1's auc: 0.90586 valid_1's binary_logloss: 0.321893
[127] valid_0's auc: 0.941717 valid_0's binary_logloss: 0.264398 valid_1's auc: 0.905859 valid_1's binary_logloss: 0.322003
[128] valid_0's auc: 0.941904 valid_0's binary_logloss: 0.264068 valid_1's auc: 0.905784 valid_1's binary_logloss: 0.322109
[129] valid_0's auc: 0.942129 valid_0's binary_logloss: 0.263681 valid_1's auc: 0.905732 valid_1's binary_logloss: 0.322221
[130] valid_0's auc: 0.942337 valid_0's binary_logloss: 0.263332 valid_1's auc: 0.905641 valid_1's binary_logloss: 0.322397
[131] valid_0's auc: 0.94256 valid_0's binary_logloss: 0.262953 valid_1's auc: 0.905695 valid_1's binary_logloss: 0.322359
[132] valid_0's auc: 0.942752 valid_0's binary_logloss: 0.26261 valid_1's auc: 0.905733 valid_1's binary_logloss: 0.322374
[133] valid_0's auc: 0.942961 valid_0's binary_logloss: 0.262214 valid_1's auc: 0.905645 valid_1's binary_logloss: 0.322528
[134] valid_0's auc: 0.943101 valid_0's binary_logloss: 0.261927 valid_1's auc: 0.905593 valid_1's binary_logloss: 0.322696
[135] valid_0's auc: 0.943328 valid_0's binary_logloss: 0.261499 valid_1's auc: 0.905557 valid_1's binary_logloss: 0.322806
[136] valid_0's auc: 0.94353 valid_0's binary_logloss: 0.261141 valid_1's auc: 0.905584 valid_1's binary_logloss: 0.322786
[137] valid_0's auc: 0.943724 valid_0's binary_logloss: 0.260804 valid_1's auc: 0.905576 valid_1's binary_logloss: 0.322783
[138] valid_0's auc: 0.943947 valid_0's binary_logloss: 0.260408 valid_1's auc: 0.905598 valid_1's binary_logloss: 0.322802
[139] valid_0's auc: 0.944115 valid_0's binary_logloss: 0.260124 valid_1's auc: 0.90559 valid_1's binary_logloss: 0.322772
[140] valid_0's auc: 0.944293 valid_0's binary_logloss: 0.259804 valid_1's auc: 0.90557 valid_1's binary_logloss: 0.322832
[141] valid_0's auc: 0.944455 valid_0's binary_logloss: 0.259525 valid_1's auc: 0.905569 valid_1's binary_logloss: 0.322881
[142] valid_0's auc: 0.944615 valid_0's binary_logloss: 0.259194 valid_1's auc: 0.905533 valid_1's binary_logloss: 0.322929
[143] valid_0's auc: 0.944798 valid_0's binary_logloss: 0.258869 valid_1's auc: 0.905557 valid_1's binary_logloss: 0.322959
[144] valid_0's auc: 0.944968 valid_0's binary_logloss: 0.258561 valid_1's auc: 0.905552 valid_1's binary_logloss: 0.32302
[145] valid_0's auc: 0.9451 valid_0's binary_logloss: 0.258305 valid_1's auc: 0.905654 valid_1's binary_logloss: 0.322894
[146] valid_0's auc: 0.94524 valid_0's binary_logloss: 0.258043 valid_1's auc: 0.905584 valid_1's binary_logloss: 0.323021
[147] valid_0's auc: 0.945358 valid_0's binary_logloss: 0.257801 valid_1's auc: 0.9056 valid_1's binary_logloss: 0.323019
[148] valid_0's auc: 0.945461 valid_0's binary_logloss: 0.257568 valid_1's auc: 0.905551 valid_1's binary_logloss: 0.323098
[149] valid_0's auc: 0.945603 valid_0's binary_logloss: 0.257296 valid_1's auc: 0.905399 valid_1's binary_logloss: 0.323376
[150] valid_0's auc: 0.945733 valid_0's binary_logloss: 0.257051 valid_1's auc: 0.905441 valid_1's binary_logloss: 0.323361
[151] valid_0's auc: 0.945893 valid_0's binary_logloss: 0.256751 valid_1's auc: 0.905407 valid_1's binary_logloss: 0.323435
Early stopping, best iteration is:
[51] valid_0's auc: 0.923484 valid_0's binary_logloss: 0.297232 valid_1's auc: 0.9094 valid_1's binary_logloss: 0.315207
[1] valid_0's auc: 0.888568 valid_0's binary_logloss: 0.517232 valid_1's auc: 0.893169 valid_1's binary_logloss: 0.508727
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.893525 valid_0's binary_logloss: 0.48805 valid_1's auc: 0.898612 valid_1's binary_logloss: 0.479079
[3] valid_0's auc: 0.895098 valid_0's binary_logloss: 0.465044 valid_1's auc: 0.899666 valid_1's binary_logloss: 0.45542
[4] valid_0's auc: 0.897204 valid_0's binary_logloss: 0.445626 valid_1's auc: 0.9009 valid_1's binary_logloss: 0.436065
[5] valid_0's auc: 0.898082 valid_0's binary_logloss: 0.429582 valid_1's auc: 0.901179 valid_1's binary_logloss: 0.420084
[6] valid_0's auc: 0.899115 valid_0's binary_logloss: 0.416064 valid_1's auc: 0.902064 valid_1's binary_logloss: 0.406467
[7] valid_0's auc: 0.900214 valid_0's binary_logloss: 0.404266 valid_1's auc: 0.90418 valid_1's binary_logloss: 0.394517
[8] valid_0's auc: 0.901071 valid_0's binary_logloss: 0.394186 valid_1's auc: 0.904674 valid_1's binary_logloss: 0.384528
[9] valid_0's auc: 0.902053 valid_0's binary_logloss: 0.3852 valid_1's auc: 0.904911 valid_1's binary_logloss: 0.375991
[10] valid_0's auc: 0.902655 valid_0's binary_logloss: 0.377691 valid_1's auc: 0.905876 valid_1's binary_logloss: 0.368542
[11] valid_0's auc: 0.903721 valid_0's binary_logloss: 0.370845 valid_1's auc: 0.906234 valid_1's binary_logloss: 0.36216
[12] valid_0's auc: 0.90431 valid_0's binary_logloss: 0.364817 valid_1's auc: 0.906361 valid_1's binary_logloss: 0.356697
[13] valid_0's auc: 0.904899 valid_0's binary_logloss: 0.359461 valid_1's auc: 0.906267 valid_1's binary_logloss: 0.351973
[14] valid_0's auc: 0.905421 valid_0's binary_logloss: 0.354711 valid_1's auc: 0.906457 valid_1's binary_logloss: 0.347712
[15] valid_0's auc: 0.906567 valid_0's binary_logloss: 0.350371 valid_1's auc: 0.906775 valid_1's binary_logloss: 0.344046
[16] valid_0's auc: 0.907287 valid_0's binary_logloss: 0.346495 valid_1's auc: 0.907202 valid_1's binary_logloss: 0.340683
[17] valid_0's auc: 0.908034 valid_0's binary_logloss: 0.342933 valid_1's auc: 0.907492 valid_1's binary_logloss: 0.337698
[18] valid_0's auc: 0.908689 valid_0's binary_logloss: 0.339662 valid_1's auc: 0.907887 valid_1's binary_logloss: 0.334943
[19] valid_0's auc: 0.90925 valid_0's binary_logloss: 0.336764 valid_1's auc: 0.908006 valid_1's binary_logloss: 0.332678
[20] valid_0's auc: 0.909644 valid_0's binary_logloss: 0.334259 valid_1's auc: 0.908146 valid_1's binary_logloss: 0.330645
[21] valid_0's auc: 0.910185 valid_0's binary_logloss: 0.33188 valid_1's auc: 0.908169 valid_1's binary_logloss: 0.328924
[22] valid_0's auc: 0.910775 valid_0's binary_logloss: 0.329584 valid_1's auc: 0.908186 valid_1's binary_logloss: 0.327448
[23] valid_0's auc: 0.9114 valid_0's binary_logloss: 0.327507 valid_1's auc: 0.908415 valid_1's binary_logloss: 0.325926
[24] valid_0's auc: 0.911995 valid_0's binary_logloss: 0.325544 valid_1's auc: 0.908411 valid_1's binary_logloss: 0.32485
[25] valid_0's auc: 0.912518 valid_0's binary_logloss: 0.323699 valid_1's auc: 0.908794 valid_1's binary_logloss: 0.323409
[26] valid_0's auc: 0.913113 valid_0's binary_logloss: 0.321982 valid_1's auc: 0.908829 valid_1's binary_logloss: 0.322563
[27] valid_0's auc: 0.913619 valid_0's binary_logloss: 0.320428 valid_1's auc: 0.908773 valid_1's binary_logloss: 0.321857
[28] valid_0's auc: 0.913997 valid_0's binary_logloss: 0.319038 valid_1's auc: 0.908798 valid_1's binary_logloss: 0.321103
[29] valid_0's auc: 0.914534 valid_0's binary_logloss: 0.317595 valid_1's auc: 0.909098 valid_1's binary_logloss: 0.320133
[30] valid_0's auc: 0.915119 valid_0's binary_logloss: 0.316097 valid_1's auc: 0.909132 valid_1's binary_logloss: 0.319557
[31] valid_0's auc: 0.915576 valid_0's binary_logloss: 0.314812 valid_1's auc: 0.909168 valid_1's binary_logloss: 0.319006
[32] valid_0's auc: 0.916098 valid_0's binary_logloss: 0.31357 valid_1's auc: 0.909261 valid_1's binary_logloss: 0.318543
[33] valid_0's auc: 0.916546 valid_0's binary_logloss: 0.312427 valid_1's auc: 0.909244 valid_1's binary_logloss: 0.318171
[34] valid_0's auc: 0.917016 valid_0's binary_logloss: 0.311269 valid_1's auc: 0.90922 valid_1's binary_logloss: 0.317923
[35] valid_0's auc: 0.917414 valid_0's binary_logloss: 0.310243 valid_1's auc: 0.90922 valid_1's binary_logloss: 0.317536
[36] valid_0's auc: 0.917827 valid_0's binary_logloss: 0.309274 valid_1's auc: 0.909295 valid_1's binary_logloss: 0.317185
[37] valid_0's auc: 0.918329 valid_0's binary_logloss: 0.308247 valid_1's auc: 0.909286 valid_1's binary_logloss: 0.316991
[38] valid_0's auc: 0.918748 valid_0's binary_logloss: 0.307341 valid_1's auc: 0.90927 valid_1's binary_logloss: 0.316831
[39] valid_0's auc: 0.919198 valid_0's binary_logloss: 0.306329 valid_1's auc: 0.909351 valid_1's binary_logloss: 0.316452
[40] valid_0's auc: 0.91958 valid_0's binary_logloss: 0.305446 valid_1's auc: 0.909369 valid_1's binary_logloss: 0.316231
[41] valid_0's auc: 0.919912 valid_0's binary_logloss: 0.304679 valid_1's auc: 0.909497 valid_1's binary_logloss: 0.315908
[42] valid_0's auc: 0.920318 valid_0's binary_logloss: 0.303907 valid_1's auc: 0.909541 valid_1's binary_logloss: 0.31578
[43] valid_0's auc: 0.92061 valid_0's binary_logloss: 0.303231 valid_1's auc: 0.909653 valid_1's binary_logloss: 0.315452
[44] valid_0's auc: 0.92103 valid_0's binary_logloss: 0.302464 valid_1's auc: 0.909752 valid_1's binary_logloss: 0.315177
[45] valid_0's auc: 0.921317 valid_0's binary_logloss: 0.301808 valid_1's auc: 0.909747 valid_1's binary_logloss: 0.315096
[46] valid_0's auc: 0.921666 valid_0's binary_logloss: 0.301107 valid_1's auc: 0.909736 valid_1's binary_logloss: 0.314978
[47] valid_0's auc: 0.922041 valid_0's binary_logloss: 0.300378 valid_1's auc: 0.909613 valid_1's binary_logloss: 0.315075
[48] valid_0's auc: 0.9224 valid_0's binary_logloss: 0.299711 valid_1's auc: 0.909529 valid_1's binary_logloss: 0.315117
[49] valid_0's auc: 0.922826 valid_0's binary_logloss: 0.298972 valid_1's auc: 0.909437 valid_1's binary_logloss: 0.315143
[50] valid_0's auc: 0.923229 valid_0's binary_logloss: 0.298196 valid_1's auc: 0.909486 valid_1's binary_logloss: 0.315011
[51] valid_0's auc: 0.923617 valid_0's binary_logloss: 0.297476 valid_1's auc: 0.909499 valid_1's binary_logloss: 0.314934
[52] valid_0's auc: 0.923948 valid_0's binary_logloss: 0.296887 valid_1's auc: 0.90951 valid_1's binary_logloss: 0.314856
[53] valid_0's auc: 0.92432 valid_0's binary_logloss: 0.296196 valid_1's auc: 0.909459 valid_1's binary_logloss: 0.314878
[54] valid_0's auc: 0.924589 valid_0's binary_logloss: 0.29561 valid_1's auc: 0.909494 valid_1's binary_logloss: 0.314761
[55] valid_0's auc: 0.92498 valid_0's binary_logloss: 0.294905 valid_1's auc: 0.909648 valid_1's binary_logloss: 0.314482
[56] valid_0's auc: 0.925413 valid_0's binary_logloss: 0.294165 valid_1's auc: 0.909742 valid_1's binary_logloss: 0.31429
[57] valid_0's auc: 0.925772 valid_0's binary_logloss: 0.29356 valid_1's auc: 0.909684 valid_1's binary_logloss: 0.314415
[58] valid_0's auc: 0.926033 valid_0's binary_logloss: 0.293004 valid_1's auc: 0.909787 valid_1's binary_logloss: 0.314239
[59] valid_0's auc: 0.926356 valid_0's binary_logloss: 0.292504 valid_1's auc: 0.909759 valid_1's binary_logloss: 0.314304
[60] valid_0's auc: 0.92672 valid_0's binary_logloss: 0.291827 valid_1's auc: 0.90976 valid_1's binary_logloss: 0.314252
[61] valid_0's auc: 0.927024 valid_0's binary_logloss: 0.291257 valid_1's auc: 0.909764 valid_1's binary_logloss: 0.314209
[62] valid_0's auc: 0.927374 valid_0's binary_logloss: 0.290674 valid_1's auc: 0.909838 valid_1's binary_logloss: 0.314096
[63] valid_0's auc: 0.927719 valid_0's binary_logloss: 0.29011 valid_1's auc: 0.909692 valid_1's binary_logloss: 0.314267
[64] valid_0's auc: 0.928134 valid_0's binary_logloss: 0.289391 valid_1's auc: 0.909651 valid_1's binary_logloss: 0.314316
[65] valid_0's auc: 0.928387 valid_0's binary_logloss: 0.288941 valid_1's auc: 0.909584 valid_1's binary_logloss: 0.314409
[66] valid_0's auc: 0.928855 valid_0's binary_logloss: 0.288203 valid_1's auc: 0.909694 valid_1's binary_logloss: 0.314209
[67] valid_0's auc: 0.929177 valid_0's binary_logloss: 0.287633 valid_1's auc: 0.909634 valid_1's binary_logloss: 0.314345
[68] valid_0's auc: 0.929458 valid_0's binary_logloss: 0.287132 valid_1's auc: 0.909613 valid_1's binary_logloss: 0.314345
[69] valid_0's auc: 0.929734 valid_0's binary_logloss: 0.286629 valid_1's auc: 0.909472 valid_1's binary_logloss: 0.314557
[70] valid_0's auc: 0.930035 valid_0's binary_logloss: 0.286128 valid_1's auc: 0.909472 valid_1's binary_logloss: 0.314571
[71] valid_0's auc: 0.930261 valid_0's binary_logloss: 0.285711 valid_1's auc: 0.909406 valid_1's binary_logloss: 0.314665
[72] valid_0's auc: 0.930598 valid_0's binary_logloss: 0.28514 valid_1's auc: 0.909427 valid_1's binary_logloss: 0.314585
[73] valid_0's auc: 0.930924 valid_0's binary_logloss: 0.284596 valid_1's auc: 0.909418 valid_1's binary_logloss: 0.314589
[74] valid_0's auc: 0.931099 valid_0's binary_logloss: 0.284258 valid_1's auc: 0.909409 valid_1's binary_logloss: 0.314637
[75] valid_0's auc: 0.931447 valid_0's binary_logloss: 0.283673 valid_1's auc: 0.909363 valid_1's binary_logloss: 0.314718
[76] valid_0's auc: 0.931733 valid_0's binary_logloss: 0.283184 valid_1's auc: 0.909359 valid_1's binary_logloss: 0.314674
[77] valid_0's auc: 0.931926 valid_0's binary_logloss: 0.282801 valid_1's auc: 0.909225 valid_1's binary_logloss: 0.314931
[78] valid_0's auc: 0.93215 valid_0's binary_logloss: 0.282385 valid_1's auc: 0.909219 valid_1's binary_logloss: 0.315013
[79] valid_0's auc: 0.932424 valid_0's binary_logloss: 0.28189 valid_1's auc: 0.909281 valid_1's binary_logloss: 0.31497
[80] valid_0's auc: 0.932659 valid_0's binary_logloss: 0.281455 valid_1's auc: 0.909217 valid_1's binary_logloss: 0.315074
[81] valid_0's auc: 0.93292 valid_0's binary_logloss: 0.280986 valid_1's auc: 0.909131 valid_1's binary_logloss: 0.315219
[82] valid_0's auc: 0.933095 valid_0's binary_logloss: 0.280661 valid_1's auc: 0.90905 valid_1's binary_logloss: 0.315353
[83] valid_0's auc: 0.933396 valid_0's binary_logloss: 0.280163 valid_1's auc: 0.908891 valid_1's binary_logloss: 0.315579
[84] valid_0's auc: 0.933595 valid_0's binary_logloss: 0.279824 valid_1's auc: 0.908786 valid_1's binary_logloss: 0.315742
[85] valid_0's auc: 0.933815 valid_0's binary_logloss: 0.279441 valid_1's auc: 0.908724 valid_1's binary_logloss: 0.315859
[86] valid_0's auc: 0.93401 valid_0's binary_logloss: 0.279074 valid_1's auc: 0.908607 valid_1's binary_logloss: 0.316046
[87] valid_0's auc: 0.934219 valid_0's binary_logloss: 0.278643 valid_1's auc: 0.908524 valid_1's binary_logloss: 0.316197
[88] valid_0's auc: 0.934476 valid_0's binary_logloss: 0.278207 valid_1's auc: 0.90856 valid_1's binary_logloss: 0.316141
[89] valid_0's auc: 0.934741 valid_0's binary_logloss: 0.277744 valid_1's auc: 0.908538 valid_1's binary_logloss: 0.316193
[90] valid_0's auc: 0.935147 valid_0's binary_logloss: 0.277056 valid_1's auc: 0.908588 valid_1's binary_logloss: 0.316144
[91] valid_0's auc: 0.93532 valid_0's binary_logloss: 0.276732 valid_1's auc: 0.908633 valid_1's binary_logloss: 0.316096
[92] valid_0's auc: 0.935472 valid_0's binary_logloss: 0.276442 valid_1's auc: 0.908571 valid_1's binary_logloss: 0.31622
[93] valid_0's auc: 0.935703 valid_0's binary_logloss: 0.276022 valid_1's auc: 0.90861 valid_1's binary_logloss: 0.316176
[94] valid_0's auc: 0.93594 valid_0's binary_logloss: 0.275588 valid_1's auc: 0.908562 valid_1's binary_logloss: 0.316197
[95] valid_0's auc: 0.936291 valid_0's binary_logloss: 0.275015 valid_1's auc: 0.908569 valid_1's binary_logloss: 0.316158
[96] valid_0's auc: 0.936501 valid_0's binary_logloss: 0.274641 valid_1's auc: 0.908593 valid_1's binary_logloss: 0.316111
[97] valid_0's auc: 0.936735 valid_0's binary_logloss: 0.274231 valid_1's auc: 0.908423 valid_1's binary_logloss: 0.316374
[98] valid_0's auc: 0.937018 valid_0's binary_logloss: 0.273734 valid_1's auc: 0.908403 valid_1's binary_logloss: 0.316395
[99] valid_0's auc: 0.937234 valid_0's binary_logloss: 0.273339 valid_1's auc: 0.908348 valid_1's binary_logloss: 0.316523
[100] valid_0's auc: 0.937589 valid_0's binary_logloss: 0.272761 valid_1's auc: 0.908169 valid_1's binary_logloss: 0.31687
[101] valid_0's auc: 0.937714 valid_0's binary_logloss: 0.272478 valid_1's auc: 0.908152 valid_1's binary_logloss: 0.316849
[102] valid_0's auc: 0.937967 valid_0's binary_logloss: 0.272019 valid_1's auc: 0.908072 valid_1's binary_logloss: 0.317009
[103] valid_0's auc: 0.938226 valid_0's binary_logloss: 0.271531 valid_1's auc: 0.907992 valid_1's binary_logloss: 0.317149
[104] valid_0's auc: 0.938481 valid_0's binary_logloss: 0.271108 valid_1's auc: 0.908021 valid_1's binary_logloss: 0.317125
[105] valid_0's auc: 0.938759 valid_0's binary_logloss: 0.270662 valid_1's auc: 0.907968 valid_1's binary_logloss: 0.317208
[106] valid_0's auc: 0.938967 valid_0's binary_logloss: 0.270241 valid_1's auc: 0.907972 valid_1's binary_logloss: 0.317231
[107] valid_0's auc: 0.939212 valid_0's binary_logloss: 0.269802 valid_1's auc: 0.90791 valid_1's binary_logloss: 0.317365
[108] valid_0's auc: 0.939397 valid_0's binary_logloss: 0.269484 valid_1's auc: 0.907834 valid_1's binary_logloss: 0.317532
[109] valid_0's auc: 0.9396 valid_0's binary_logloss: 0.269073 valid_1's auc: 0.907841 valid_1's binary_logloss: 0.317581
[110] valid_0's auc: 0.939778 valid_0's binary_logloss: 0.268762 valid_1's auc: 0.907878 valid_1's binary_logloss: 0.317536
[111] valid_0's auc: 0.939984 valid_0's binary_logloss: 0.268414 valid_1's auc: 0.907818 valid_1's binary_logloss: 0.317602
[112] valid_0's auc: 0.94015 valid_0's binary_logloss: 0.268103 valid_1's auc: 0.907843 valid_1's binary_logloss: 0.317569
[113] valid_0's auc: 0.94025 valid_0's binary_logloss: 0.267875 valid_1's auc: 0.907812 valid_1's binary_logloss: 0.317617
[114] valid_0's auc: 0.940448 valid_0's binary_logloss: 0.267519 valid_1's auc: 0.907775 valid_1's binary_logloss: 0.317699
[115] valid_0's auc: 0.940667 valid_0's binary_logloss: 0.267146 valid_1's auc: 0.907742 valid_1's binary_logloss: 0.317757
[116] valid_0's auc: 0.940862 valid_0's binary_logloss: 0.266732 valid_1's auc: 0.907734 valid_1's binary_logloss: 0.317809
[117] valid_0's auc: 0.941066 valid_0's binary_logloss: 0.266376 valid_1's auc: 0.907717 valid_1's binary_logloss: 0.317848
[118] valid_0's auc: 0.941307 valid_0's binary_logloss: 0.265899 valid_1's auc: 0.907584 valid_1's binary_logloss: 0.318144
[119] valid_0's auc: 0.941453 valid_0's binary_logloss: 0.265615 valid_1's auc: 0.907578 valid_1's binary_logloss: 0.318193
[120] valid_0's auc: 0.941664 valid_0's binary_logloss: 0.265241 valid_1's auc: 0.907532 valid_1's binary_logloss: 0.318277
[121] valid_0's auc: 0.941958 valid_0's binary_logloss: 0.264722 valid_1's auc: 0.907497 valid_1's binary_logloss: 0.31833
[122] valid_0's auc: 0.942096 valid_0's binary_logloss: 0.264434 valid_1's auc: 0.907492 valid_1's binary_logloss: 0.318353
[123] valid_0's auc: 0.942368 valid_0's binary_logloss: 0.263978 valid_1's auc: 0.907438 valid_1's binary_logloss: 0.318436
[124] valid_0's auc: 0.942576 valid_0's binary_logloss: 0.263606 valid_1's auc: 0.907506 valid_1's binary_logloss: 0.318334
[125] valid_0's auc: 0.942728 valid_0's binary_logloss: 0.263258 valid_1's auc: 0.907429 valid_1's binary_logloss: 0.318527
[126] valid_0's auc: 0.9429 valid_0's binary_logloss: 0.262939 valid_1's auc: 0.907361 valid_1's binary_logloss: 0.318664
[127] valid_0's auc: 0.943004 valid_0's binary_logloss: 0.262723 valid_1's auc: 0.907288 valid_1's binary_logloss: 0.318843
[128] valid_0's auc: 0.943191 valid_0's binary_logloss: 0.262383 valid_1's auc: 0.907208 valid_1's binary_logloss: 0.318961
[129] valid_0's auc: 0.943339 valid_0's binary_logloss: 0.262074 valid_1's auc: 0.90726 valid_1's binary_logloss: 0.31884
[130] valid_0's auc: 0.943579 valid_0's binary_logloss: 0.261651 valid_1's auc: 0.907241 valid_1's binary_logloss: 0.318891
[131] valid_0's auc: 0.94375 valid_0's binary_logloss: 0.261266 valid_1's auc: 0.907225 valid_1's binary_logloss: 0.318982
[132] valid_0's auc: 0.94397 valid_0's binary_logloss: 0.260881 valid_1's auc: 0.90723 valid_1's binary_logloss: 0.319071
[133] valid_0's auc: 0.94415 valid_0's binary_logloss: 0.260583 valid_1's auc: 0.907007 valid_1's binary_logloss: 0.319464
[134] valid_0's auc: 0.944336 valid_0's binary_logloss: 0.260224 valid_1's auc: 0.906888 valid_1's binary_logloss: 0.319719
[135] valid_0's auc: 0.94446 valid_0's binary_logloss: 0.259977 valid_1's auc: 0.906866 valid_1's binary_logloss: 0.319777
[136] valid_0's auc: 0.944654 valid_0's binary_logloss: 0.25962 valid_1's auc: 0.906806 valid_1's binary_logloss: 0.319899
[137] valid_0's auc: 0.944877 valid_0's binary_logloss: 0.25924 valid_1's auc: 0.906818 valid_1's binary_logloss: 0.319949
[138] valid_0's auc: 0.945048 valid_0's binary_logloss: 0.258906 valid_1's auc: 0.906786 valid_1's binary_logloss: 0.320018
[139] valid_0's auc: 0.9452 valid_0's binary_logloss: 0.258583 valid_1's auc: 0.9068 valid_1's binary_logloss: 0.32005
[140] valid_0's auc: 0.945366 valid_0's binary_logloss: 0.258267 valid_1's auc: 0.90677 valid_1's binary_logloss: 0.320172
[141] valid_0's auc: 0.945508 valid_0's binary_logloss: 0.257961 valid_1's auc: 0.906802 valid_1's binary_logloss: 0.320151
[142] valid_0's auc: 0.945686 valid_0's binary_logloss: 0.257651 valid_1's auc: 0.906763 valid_1's binary_logloss: 0.320275
[143] valid_0's auc: 0.945799 valid_0's binary_logloss: 0.257429 valid_1's auc: 0.906746 valid_1's binary_logloss: 0.320358
[144] valid_0's auc: 0.94594 valid_0's binary_logloss: 0.257166 valid_1's auc: 0.906641 valid_1's binary_logloss: 0.320548
[145] valid_0's auc: 0.946078 valid_0's binary_logloss: 0.256857 valid_1's auc: 0.906631 valid_1's binary_logloss: 0.32067
[146] valid_0's auc: 0.946292 valid_0's binary_logloss: 0.256458 valid_1's auc: 0.906477 valid_1's binary_logloss: 0.32092
[147] valid_0's auc: 0.946424 valid_0's binary_logloss: 0.256211 valid_1's auc: 0.906497 valid_1's binary_logloss: 0.320915
[148] valid_0's auc: 0.946571 valid_0's binary_logloss: 0.255905 valid_1's auc: 0.906415 valid_1's binary_logloss: 0.321128
[149] valid_0's auc: 0.946695 valid_0's binary_logloss: 0.25567 valid_1's auc: 0.906357 valid_1's binary_logloss: 0.32128
[150] valid_0's auc: 0.946798 valid_0's binary_logloss: 0.255436 valid_1's auc: 0.906332 valid_1's binary_logloss: 0.321317
[151] valid_0's auc: 0.946973 valid_0's binary_logloss: 0.255081 valid_1's auc: 0.906214 valid_1's binary_logloss: 0.321524
[152] valid_0's auc: 0.947105 valid_0's binary_logloss: 0.254834 valid_1's auc: 0.906174 valid_1's binary_logloss: 0.321609
[153] valid_0's auc: 0.947244 valid_0's binary_logloss: 0.254577 valid_1's auc: 0.906171 valid_1's binary_logloss: 0.321658
[154] valid_0's auc: 0.94741 valid_0's binary_logloss: 0.254279 valid_1's auc: 0.906124 valid_1's binary_logloss: 0.321759
[155] valid_0's auc: 0.947505 valid_0's binary_logloss: 0.254064 valid_1's auc: 0.906093 valid_1's binary_logloss: 0.321835
[156] valid_0's auc: 0.947643 valid_0's binary_logloss: 0.253759 valid_1's auc: 0.905935 valid_1's binary_logloss: 0.322154
[157] valid_0's auc: 0.947845 valid_0's binary_logloss: 0.253358 valid_1's auc: 0.905901 valid_1's binary_logloss: 0.322252
[158] valid_0's auc: 0.947944 valid_0's binary_logloss: 0.253133 valid_1's auc: 0.905838 valid_1's binary_logloss: 0.322388
[159] valid_0's auc: 0.948134 valid_0's binary_logloss: 0.252791 valid_1's auc: 0.905813 valid_1's binary_logloss: 0.322498
[160] valid_0's auc: 0.948265 valid_0's binary_logloss: 0.252528 valid_1's auc: 0.90575 valid_1's binary_logloss: 0.322666
[161] valid_0's auc: 0.948369 valid_0's binary_logloss: 0.252284 valid_1's auc: 0.905772 valid_1's binary_logloss: 0.322672
[162] valid_0's auc: 0.948479 valid_0's binary_logloss: 0.252079 valid_1's auc: 0.905747 valid_1's binary_logloss: 0.322745
Early stopping, best iteration is:
[62] valid_0's auc: 0.927374 valid_0's binary_logloss: 0.290674 valid_1's auc: 0.909838 valid_1's binary_logloss: 0.314096
[1] valid_0's auc: 0.883999 valid_0's binary_logloss: 0.517495 valid_1's auc: 0.891234 valid_1's binary_logloss: 0.508616
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891027 valid_0's binary_logloss: 0.488825 valid_1's auc: 0.896641 valid_1's binary_logloss: 0.479157
[3] valid_0's auc: 0.894951 valid_0's binary_logloss: 0.465291 valid_1's auc: 0.899671 valid_1's binary_logloss: 0.455294
[4] valid_0's auc: 0.89606 valid_0's binary_logloss: 0.4462 valid_1's auc: 0.900601 valid_1's binary_logloss: 0.435941
[5] valid_0's auc: 0.897345 valid_0's binary_logloss: 0.43003 valid_1's auc: 0.900711 valid_1's binary_logloss: 0.419873
[6] valid_0's auc: 0.898499 valid_0's binary_logloss: 0.41635 valid_1's auc: 0.901767 valid_1's binary_logloss: 0.406108
[7] valid_0's auc: 0.89983 valid_0's binary_logloss: 0.404494 valid_1's auc: 0.903447 valid_1's binary_logloss: 0.394511
[8] valid_0's auc: 0.900425 valid_0's binary_logloss: 0.394452 valid_1's auc: 0.903731 valid_1's binary_logloss: 0.38466
[9] valid_0's auc: 0.901201 valid_0's binary_logloss: 0.385617 valid_1's auc: 0.903911 valid_1's binary_logloss: 0.376198
[10] valid_0's auc: 0.901776 valid_0's binary_logloss: 0.378074 valid_1's auc: 0.904371 valid_1's binary_logloss: 0.368708
[11] valid_0's auc: 0.902544 valid_0's binary_logloss: 0.37121 valid_1's auc: 0.905007 valid_1's binary_logloss: 0.362032
[12] valid_0's auc: 0.90366 valid_0's binary_logloss: 0.364887 valid_1's auc: 0.905323 valid_1's binary_logloss: 0.356476
[13] valid_0's auc: 0.904305 valid_0's binary_logloss: 0.359711 valid_1's auc: 0.905489 valid_1's binary_logloss: 0.351728
[14] valid_0's auc: 0.905262 valid_0's binary_logloss: 0.354826 valid_1's auc: 0.906348 valid_1's binary_logloss: 0.347409
[15] valid_0's auc: 0.90587 valid_0's binary_logloss: 0.350644 valid_1's auc: 0.906499 valid_1's binary_logloss: 0.343687
[16] valid_0's auc: 0.90626 valid_0's binary_logloss: 0.347097 valid_1's auc: 0.906688 valid_1's binary_logloss: 0.34054
[17] valid_0's auc: 0.906844 valid_0's binary_logloss: 0.343671 valid_1's auc: 0.906994 valid_1's binary_logloss: 0.337526
[18] valid_0's auc: 0.9076 valid_0's binary_logloss: 0.340386 valid_1's auc: 0.907114 valid_1's binary_logloss: 0.334877
[19] valid_0's auc: 0.908461 valid_0's binary_logloss: 0.337529 valid_1's auc: 0.907501 valid_1's binary_logloss: 0.332773
[20] valid_0's auc: 0.909101 valid_0's binary_logloss: 0.334827 valid_1's auc: 0.908205 valid_1's binary_logloss: 0.33029
[21] valid_0's auc: 0.909823 valid_0's binary_logloss: 0.33228 valid_1's auc: 0.90834 valid_1's binary_logloss: 0.328521
[22] valid_0's auc: 0.910415 valid_0's binary_logloss: 0.330045 valid_1's auc: 0.908359 valid_1's binary_logloss: 0.326994
[23] valid_0's auc: 0.911018 valid_0's binary_logloss: 0.327874 valid_1's auc: 0.908714 valid_1's binary_logloss: 0.325227
[24] valid_0's auc: 0.911611 valid_0's binary_logloss: 0.325867 valid_1's auc: 0.908796 valid_1's binary_logloss: 0.323868
[25] valid_0's auc: 0.912178 valid_0's binary_logloss: 0.323949 valid_1's auc: 0.909013 valid_1's binary_logloss: 0.322513
[26] valid_0's auc: 0.912874 valid_0's binary_logloss: 0.322149 valid_1's auc: 0.909102 valid_1's binary_logloss: 0.321504
[27] valid_0's auc: 0.913521 valid_0's binary_logloss: 0.320396 valid_1's auc: 0.909469 valid_1's binary_logloss: 0.320248
[28] valid_0's auc: 0.914034 valid_0's binary_logloss: 0.318902 valid_1's auc: 0.909455 valid_1's binary_logloss: 0.319553
[29] valid_0's auc: 0.91458 valid_0's binary_logloss: 0.317387 valid_1's auc: 0.909758 valid_1's binary_logloss: 0.318551
[30] valid_0's auc: 0.915144 valid_0's binary_logloss: 0.31595 valid_1's auc: 0.909678 valid_1's binary_logloss: 0.318078
[31] valid_0's auc: 0.915618 valid_0's binary_logloss: 0.314668 valid_1's auc: 0.909678 valid_1's binary_logloss: 0.317556
[32] valid_0's auc: 0.916234 valid_0's binary_logloss: 0.31331 valid_1's auc: 0.909591 valid_1's binary_logloss: 0.317238
[33] valid_0's auc: 0.916616 valid_0's binary_logloss: 0.312239 valid_1's auc: 0.909675 valid_1's binary_logloss: 0.316716
[34] valid_0's auc: 0.917182 valid_0's binary_logloss: 0.310978 valid_1's auc: 0.909633 valid_1's binary_logloss: 0.31641
[35] valid_0's auc: 0.917599 valid_0's binary_logloss: 0.309913 valid_1's auc: 0.909573 valid_1's binary_logloss: 0.316209
[36] valid_0's auc: 0.91806 valid_0's binary_logloss: 0.308908 valid_1's auc: 0.909355 valid_1's binary_logloss: 0.316188
[37] valid_0's auc: 0.918485 valid_0's binary_logloss: 0.307974 valid_1's auc: 0.909414 valid_1's binary_logloss: 0.315841
[38] valid_0's auc: 0.918923 valid_0's binary_logloss: 0.307027 valid_1's auc: 0.90948 valid_1's binary_logloss: 0.315497
[39] valid_0's auc: 0.919254 valid_0's binary_logloss: 0.306203 valid_1's auc: 0.909541 valid_1's binary_logloss: 0.31517
[40] valid_0's auc: 0.919724 valid_0's binary_logloss: 0.305269 valid_1's auc: 0.909607 valid_1's binary_logloss: 0.31496
[41] valid_0's auc: 0.920132 valid_0's binary_logloss: 0.304355 valid_1's auc: 0.909591 valid_1's binary_logloss: 0.314901
[42] valid_0's auc: 0.920468 valid_0's binary_logloss: 0.303619 valid_1's auc: 0.909536 valid_1's binary_logloss: 0.314833
[43] valid_0's auc: 0.920768 valid_0's binary_logloss: 0.302947 valid_1's auc: 0.909577 valid_1's binary_logloss: 0.314618
[44] valid_0's auc: 0.9211 valid_0's binary_logloss: 0.302216 valid_1's auc: 0.909551 valid_1's binary_logloss: 0.314493
[45] valid_0's auc: 0.921442 valid_0's binary_logloss: 0.301494 valid_1's auc: 0.909553 valid_1's binary_logloss: 0.314378
[46] valid_0's auc: 0.921737 valid_0's binary_logloss: 0.300877 valid_1's auc: 0.909499 valid_1's binary_logloss: 0.314428
[47] valid_0's auc: 0.922029 valid_0's binary_logloss: 0.300274 valid_1's auc: 0.90936 valid_1's binary_logloss: 0.314544
[48] valid_0's auc: 0.922463 valid_0's binary_logloss: 0.299504 valid_1's auc: 0.909455 valid_1's binary_logloss: 0.314385
[49] valid_0's auc: 0.922872 valid_0's binary_logloss: 0.298755 valid_1's auc: 0.909446 valid_1's binary_logloss: 0.314325
[50] valid_0's auc: 0.923248 valid_0's binary_logloss: 0.298094 valid_1's auc: 0.909348 valid_1's binary_logloss: 0.314403
[51] valid_0's auc: 0.923586 valid_0's binary_logloss: 0.297446 valid_1's auc: 0.909195 valid_1's binary_logloss: 0.314606
[52] valid_0's auc: 0.923987 valid_0's binary_logloss: 0.296759 valid_1's auc: 0.909141 valid_1's binary_logloss: 0.314704
[53] valid_0's auc: 0.92426 valid_0's binary_logloss: 0.296197 valid_1's auc: 0.909132 valid_1's binary_logloss: 0.314609
[54] valid_0's auc: 0.924562 valid_0's binary_logloss: 0.295605 valid_1's auc: 0.90922 valid_1's binary_logloss: 0.314465
[55] valid_0's auc: 0.924869 valid_0's binary_logloss: 0.295 valid_1's auc: 0.909376 valid_1's binary_logloss: 0.314224
[56] valid_0's auc: 0.925279 valid_0's binary_logloss: 0.294292 valid_1's auc: 0.909483 valid_1's binary_logloss: 0.314067
[57] valid_0's auc: 0.925561 valid_0's binary_logloss: 0.293757 valid_1's auc: 0.909493 valid_1's binary_logloss: 0.31403
[58] valid_0's auc: 0.92592 valid_0's binary_logloss: 0.293138 valid_1's auc: 0.909486 valid_1's binary_logloss: 0.314024
[59] valid_0's auc: 0.926256 valid_0's binary_logloss: 0.2925 valid_1's auc: 0.90956 valid_1's binary_logloss: 0.313904
[60] valid_0's auc: 0.926556 valid_0's binary_logloss: 0.29195 valid_1's auc: 0.909422 valid_1's binary_logloss: 0.314117
[61] valid_0's auc: 0.926838 valid_0's binary_logloss: 0.291413 valid_1's auc: 0.9093 valid_1's binary_logloss: 0.314325
[62] valid_0's auc: 0.927068 valid_0's binary_logloss: 0.290952 valid_1's auc: 0.90937 valid_1's binary_logloss: 0.314193
[63] valid_0's auc: 0.927328 valid_0's binary_logloss: 0.290467 valid_1's auc: 0.909482 valid_1's binary_logloss: 0.314056
[64] valid_0's auc: 0.927659 valid_0's binary_logloss: 0.289899 valid_1's auc: 0.909429 valid_1's binary_logloss: 0.314101
[65] valid_0's auc: 0.927996 valid_0's binary_logloss: 0.289389 valid_1's auc: 0.909382 valid_1's binary_logloss: 0.314191
[66] valid_0's auc: 0.928271 valid_0's binary_logloss: 0.288891 valid_1's auc: 0.909419 valid_1's binary_logloss: 0.31411
[67] valid_0's auc: 0.928532 valid_0's binary_logloss: 0.288415 valid_1's auc: 0.909463 valid_1's binary_logloss: 0.314048
[68] valid_0's auc: 0.928911 valid_0's binary_logloss: 0.287732 valid_1's auc: 0.90958 valid_1's binary_logloss: 0.313859
[69] valid_0's auc: 0.929183 valid_0's binary_logloss: 0.287187 valid_1's auc: 0.909508 valid_1's binary_logloss: 0.31389
[70] valid_0's auc: 0.929476 valid_0's binary_logloss: 0.286642 valid_1's auc: 0.909594 valid_1's binary_logloss: 0.313744
[71] valid_0's auc: 0.929733 valid_0's binary_logloss: 0.286216 valid_1's auc: 0.909483 valid_1's binary_logloss: 0.313913
[72] valid_0's auc: 0.929958 valid_0's binary_logloss: 0.285787 valid_1's auc: 0.909478 valid_1's binary_logloss: 0.31394
[73] valid_0's auc: 0.930232 valid_0's binary_logloss: 0.285307 valid_1's auc: 0.909508 valid_1's binary_logloss: 0.313891
[74] valid_0's auc: 0.930479 valid_0's binary_logloss: 0.284855 valid_1's auc: 0.909422 valid_1's binary_logloss: 0.314013
[75] valid_0's auc: 0.930786 valid_0's binary_logloss: 0.284295 valid_1's auc: 0.909488 valid_1's binary_logloss: 0.313936
[76] valid_0's auc: 0.931028 valid_0's binary_logloss: 0.283918 valid_1's auc: 0.909359 valid_1's binary_logloss: 0.31412
[77] valid_0's auc: 0.931304 valid_0's binary_logloss: 0.283461 valid_1's auc: 0.909315 valid_1's binary_logloss: 0.314221
[78] valid_0's auc: 0.931657 valid_0's binary_logloss: 0.282878 valid_1's auc: 0.909354 valid_1's binary_logloss: 0.314175
[79] valid_0's auc: 0.931922 valid_0's binary_logloss: 0.282451 valid_1's auc: 0.909213 valid_1's binary_logloss: 0.314393
[80] valid_0's auc: 0.932237 valid_0's binary_logloss: 0.281898 valid_1's auc: 0.909235 valid_1's binary_logloss: 0.314307
[81] valid_0's auc: 0.932473 valid_0's binary_logloss: 0.281482 valid_1's auc: 0.909281 valid_1's binary_logloss: 0.31426
[82] valid_0's auc: 0.932697 valid_0's binary_logloss: 0.281091 valid_1's auc: 0.909173 valid_1's binary_logloss: 0.314448
[83] valid_0's auc: 0.932994 valid_0's binary_logloss: 0.280572 valid_1's auc: 0.909056 valid_1's binary_logloss: 0.314624
[84] valid_0's auc: 0.933242 valid_0's binary_logloss: 0.280173 valid_1's auc: 0.908972 valid_1's binary_logloss: 0.314763
[85] valid_0's auc: 0.933583 valid_0's binary_logloss: 0.279609 valid_1's auc: 0.908956 valid_1's binary_logloss: 0.31481
[86] valid_0's auc: 0.933825 valid_0's binary_logloss: 0.279209 valid_1's auc: 0.908908 valid_1's binary_logloss: 0.314884
[87] valid_0's auc: 0.934027 valid_0's binary_logloss: 0.278833 valid_1's auc: 0.908942 valid_1's binary_logloss: 0.314877
[88] valid_0's auc: 0.934291 valid_0's binary_logloss: 0.278403 valid_1's auc: 0.909054 valid_1's binary_logloss: 0.314739
[89] valid_0's auc: 0.93449 valid_0's binary_logloss: 0.278055 valid_1's auc: 0.909074 valid_1's binary_logloss: 0.314726
[90] valid_0's auc: 0.934723 valid_0's binary_logloss: 0.277683 valid_1's auc: 0.908973 valid_1's binary_logloss: 0.31491
[91] valid_0's auc: 0.934916 valid_0's binary_logloss: 0.277339 valid_1's auc: 0.908907 valid_1's binary_logloss: 0.315012
[92] valid_0's auc: 0.935191 valid_0's binary_logloss: 0.276843 valid_1's auc: 0.908766 valid_1's binary_logloss: 0.315262
[93] valid_0's auc: 0.935446 valid_0's binary_logloss: 0.276388 valid_1's auc: 0.908627 valid_1's binary_logloss: 0.315481
[94] valid_0's auc: 0.935627 valid_0's binary_logloss: 0.27604 valid_1's auc: 0.908579 valid_1's binary_logloss: 0.315556
[95] valid_0's auc: 0.935853 valid_0's binary_logloss: 0.275605 valid_1's auc: 0.908453 valid_1's binary_logloss: 0.315754
[96] valid_0's auc: 0.936023 valid_0's binary_logloss: 0.275277 valid_1's auc: 0.908387 valid_1's binary_logloss: 0.315888
[97] valid_0's auc: 0.936263 valid_0's binary_logloss: 0.274846 valid_1's auc: 0.90827 valid_1's binary_logloss: 0.316061
[98] valid_0's auc: 0.936589 valid_0's binary_logloss: 0.274279 valid_1's auc: 0.908374 valid_1's binary_logloss: 0.315873
[99] valid_0's auc: 0.936808 valid_0's binary_logloss: 0.27384 valid_1's auc: 0.908344 valid_1's binary_logloss: 0.315918
[100] valid_0's auc: 0.937021 valid_0's binary_logloss: 0.273453 valid_1's auc: 0.908262 valid_1's binary_logloss: 0.3161
[101] valid_0's auc: 0.937236 valid_0's binary_logloss: 0.273064 valid_1's auc: 0.908234 valid_1's binary_logloss: 0.316164
[102] valid_0's auc: 0.937404 valid_0's binary_logloss: 0.272751 valid_1's auc: 0.908176 valid_1's binary_logloss: 0.316287
[103] valid_0's auc: 0.937575 valid_0's binary_logloss: 0.272407 valid_1's auc: 0.908033 valid_1's binary_logloss: 0.316594
[104] valid_0's auc: 0.937762 valid_0's binary_logloss: 0.272079 valid_1's auc: 0.907979 valid_1's binary_logloss: 0.316706
[105] valid_0's auc: 0.938052 valid_0's binary_logloss: 0.271611 valid_1's auc: 0.907902 valid_1's binary_logloss: 0.316861
[106] valid_0's auc: 0.938267 valid_0's binary_logloss: 0.27123 valid_1's auc: 0.90784 valid_1's binary_logloss: 0.316963
[107] valid_0's auc: 0.938475 valid_0's binary_logloss: 0.270835 valid_1's auc: 0.907885 valid_1's binary_logloss: 0.316896
[108] valid_0's auc: 0.938695 valid_0's binary_logloss: 0.270455 valid_1's auc: 0.9079 valid_1's binary_logloss: 0.316917
[109] valid_0's auc: 0.938868 valid_0's binary_logloss: 0.270141 valid_1's auc: 0.907836 valid_1's binary_logloss: 0.31705
[110] valid_0's auc: 0.939071 valid_0's binary_logloss: 0.269768 valid_1's auc: 0.907769 valid_1's binary_logloss: 0.317145
[111] valid_0's auc: 0.939225 valid_0's binary_logloss: 0.269451 valid_1's auc: 0.907782 valid_1's binary_logloss: 0.317161
[112] valid_0's auc: 0.939425 valid_0's binary_logloss: 0.269074 valid_1's auc: 0.907655 valid_1's binary_logloss: 0.317314
[113] valid_0's auc: 0.939668 valid_0's binary_logloss: 0.268643 valid_1's auc: 0.907652 valid_1's binary_logloss: 0.317315
[114] valid_0's auc: 0.939934 valid_0's binary_logloss: 0.268188 valid_1's auc: 0.907568 valid_1's binary_logloss: 0.31749
[115] valid_0's auc: 0.940061 valid_0's binary_logloss: 0.267929 valid_1's auc: 0.907578 valid_1's binary_logloss: 0.317527
[116] valid_0's auc: 0.94023 valid_0's binary_logloss: 0.267642 valid_1's auc: 0.907476 valid_1's binary_logloss: 0.317678
[117] valid_0's auc: 0.940464 valid_0's binary_logloss: 0.267239 valid_1's auc: 0.907411 valid_1's binary_logloss: 0.317776
[118] valid_0's auc: 0.940665 valid_0's binary_logloss: 0.266843 valid_1's auc: 0.907343 valid_1's binary_logloss: 0.317928
[119] valid_0's auc: 0.940885 valid_0's binary_logloss: 0.266458 valid_1's auc: 0.907185 valid_1's binary_logloss: 0.318152
[120] valid_0's auc: 0.941087 valid_0's binary_logloss: 0.266089 valid_1's auc: 0.907083 valid_1's binary_logloss: 0.318332
[121] valid_0's auc: 0.941241 valid_0's binary_logloss: 0.265795 valid_1's auc: 0.907066 valid_1's binary_logloss: 0.318384
[122] valid_0's auc: 0.941424 valid_0's binary_logloss: 0.265472 valid_1's auc: 0.907017 valid_1's binary_logloss: 0.318467
[123] valid_0's auc: 0.941646 valid_0's binary_logloss: 0.265083 valid_1's auc: 0.90695 valid_1's binary_logloss: 0.318594
[124] valid_0's auc: 0.941814 valid_0's binary_logloss: 0.264777 valid_1's auc: 0.906879 valid_1's binary_logloss: 0.318756
[125] valid_0's auc: 0.941942 valid_0's binary_logloss: 0.264522 valid_1's auc: 0.906829 valid_1's binary_logloss: 0.318853
[126] valid_0's auc: 0.942099 valid_0's binary_logloss: 0.264213 valid_1's auc: 0.906809 valid_1's binary_logloss: 0.318916
[127] valid_0's auc: 0.942305 valid_0's binary_logloss: 0.263835 valid_1's auc: 0.906814 valid_1's binary_logloss: 0.318912
[128] valid_0's auc: 0.942509 valid_0's binary_logloss: 0.263478 valid_1's auc: 0.906636 valid_1's binary_logloss: 0.319161
[129] valid_0's auc: 0.942745 valid_0's binary_logloss: 0.26304 valid_1's auc: 0.906664 valid_1's binary_logloss: 0.319119
Early stopping, best iteration is:
[29] valid_0's auc: 0.91458 valid_0's binary_logloss: 0.317387 valid_1's auc: 0.909758 valid_1's binary_logloss: 0.318551
[1] valid_0's auc: 0.88881 valid_0's binary_logloss: 0.516633 valid_1's auc: 0.897809 valid_1's binary_logloss: 0.50731
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.8922 valid_0's binary_logloss: 0.487561 valid_1's auc: 0.899925 valid_1's binary_logloss: 0.477157
[3] valid_0's auc: 0.892838 valid_0's binary_logloss: 0.464389 valid_1's auc: 0.9023 valid_1's binary_logloss: 0.453152
[4] valid_0's auc: 0.894608 valid_0's binary_logloss: 0.444961 valid_1's auc: 0.9023 valid_1's binary_logloss: 0.434111
[5] valid_0's auc: 0.895384 valid_0's binary_logloss: 0.428899 valid_1's auc: 0.901607 valid_1's binary_logloss: 0.41839
[6] valid_0's auc: 0.895814 valid_0's binary_logloss: 0.415402 valid_1's auc: 0.901971 valid_1's binary_logloss: 0.404739
[7] valid_0's auc: 0.897179 valid_0's binary_logloss: 0.403646 valid_1's auc: 0.902712 valid_1's binary_logloss: 0.393451
[8] valid_0's auc: 0.90014 valid_0's binary_logloss: 0.393717 valid_1's auc: 0.904509 valid_1's binary_logloss: 0.383777
[9] valid_0's auc: 0.901656 valid_0's binary_logloss: 0.384637 valid_1's auc: 0.905082 valid_1's binary_logloss: 0.375071
[10] valid_0's auc: 0.902441 valid_0's binary_logloss: 0.376979 valid_1's auc: 0.905389 valid_1's binary_logloss: 0.36779
[11] valid_0's auc: 0.903086 valid_0's binary_logloss: 0.37018 valid_1's auc: 0.905722 valid_1's binary_logloss: 0.361222
[12] valid_0's auc: 0.903811 valid_0's binary_logloss: 0.364179 valid_1's auc: 0.905739 valid_1's binary_logloss: 0.355887
[13] valid_0's auc: 0.904555 valid_0's binary_logloss: 0.359017 valid_1's auc: 0.905925 valid_1's binary_logloss: 0.3513
[14] valid_0's auc: 0.905441 valid_0's binary_logloss: 0.35414 valid_1's auc: 0.90612 valid_1's binary_logloss: 0.347227
[15] valid_0's auc: 0.906121 valid_0's binary_logloss: 0.349903 valid_1's auc: 0.90617 valid_1's binary_logloss: 0.343705
[16] valid_0's auc: 0.906823 valid_0's binary_logloss: 0.346182 valid_1's auc: 0.906356 valid_1's binary_logloss: 0.340575
[17] valid_0's auc: 0.907614 valid_0's binary_logloss: 0.34265 valid_1's auc: 0.906788 valid_1's binary_logloss: 0.337415
[18] valid_0's auc: 0.908426 valid_0's binary_logloss: 0.33935 valid_1's auc: 0.907223 valid_1's binary_logloss: 0.334649
[19] valid_0's auc: 0.909009 valid_0's binary_logloss: 0.336509 valid_1's auc: 0.907285 valid_1's binary_logloss: 0.332519
[20] valid_0's auc: 0.909682 valid_0's binary_logloss: 0.333891 valid_1's auc: 0.90769 valid_1's binary_logloss: 0.330522
[21] valid_0's auc: 0.91025 valid_0's binary_logloss: 0.331419 valid_1's auc: 0.908052 valid_1's binary_logloss: 0.328532
[22] valid_0's auc: 0.910958 valid_0's binary_logloss: 0.329117 valid_1's auc: 0.908118 valid_1's binary_logloss: 0.32705
[23] valid_0's auc: 0.911613 valid_0's binary_logloss: 0.326873 valid_1's auc: 0.908194 valid_1's binary_logloss: 0.325687
[24] valid_0's auc: 0.91224 valid_0's binary_logloss: 0.324827 valid_1's auc: 0.908587 valid_1's binary_logloss: 0.324184
[25] valid_0's auc: 0.912772 valid_0's binary_logloss: 0.323042 valid_1's auc: 0.908864 valid_1's binary_logloss: 0.322854
[26] valid_0's auc: 0.913317 valid_0's binary_logloss: 0.321309 valid_1's auc: 0.90893 valid_1's binary_logloss: 0.321876
[27] valid_0's auc: 0.913764 valid_0's binary_logloss: 0.319778 valid_1's auc: 0.909006 valid_1's binary_logloss: 0.321042
[28] valid_0's auc: 0.914355 valid_0's binary_logloss: 0.318165 valid_1's auc: 0.909178 valid_1's binary_logloss: 0.32025
[29] valid_0's auc: 0.914967 valid_0's binary_logloss: 0.31668 valid_1's auc: 0.909198 valid_1's binary_logloss: 0.319711
[30] valid_0's auc: 0.915458 valid_0's binary_logloss: 0.315289 valid_1's auc: 0.909082 valid_1's binary_logloss: 0.319336
[31] valid_0's auc: 0.915871 valid_0's binary_logloss: 0.314121 valid_1's auc: 0.908966 valid_1's binary_logloss: 0.319009
[32] valid_0's auc: 0.916316 valid_0's binary_logloss: 0.312853 valid_1's auc: 0.909285 valid_1's binary_logloss: 0.318051
[33] valid_0's auc: 0.916767 valid_0's binary_logloss: 0.311725 valid_1's auc: 0.909378 valid_1's binary_logloss: 0.317608
[34] valid_0's auc: 0.917282 valid_0's binary_logloss: 0.310574 valid_1's auc: 0.90946 valid_1's binary_logloss: 0.317193
[35] valid_0's auc: 0.917684 valid_0's binary_logloss: 0.309568 valid_1's auc: 0.909479 valid_1's binary_logloss: 0.316867
[36] valid_0's auc: 0.918036 valid_0's binary_logloss: 0.308643 valid_1's auc: 0.909626 valid_1's binary_logloss: 0.316435
[37] valid_0's auc: 0.918488 valid_0's binary_logloss: 0.307682 valid_1's auc: 0.909497 valid_1's binary_logloss: 0.316373
[38] valid_0's auc: 0.919017 valid_0's binary_logloss: 0.306611 valid_1's auc: 0.909461 valid_1's binary_logloss: 0.316163
[39] valid_0's auc: 0.919405 valid_0's binary_logloss: 0.305691 valid_1's auc: 0.909674 valid_1's binary_logloss: 0.315708
[40] valid_0's auc: 0.919814 valid_0's binary_logloss: 0.30487 valid_1's auc: 0.909625 valid_1's binary_logloss: 0.315659
[41] valid_0's auc: 0.920185 valid_0's binary_logloss: 0.304075 valid_1's auc: 0.909717 valid_1's binary_logloss: 0.315348
[42] valid_0's auc: 0.92057 valid_0's binary_logloss: 0.303237 valid_1's auc: 0.909727 valid_1's binary_logloss: 0.315184
[43] valid_0's auc: 0.921047 valid_0's binary_logloss: 0.302339 valid_1's auc: 0.909837 valid_1's binary_logloss: 0.31495
[44] valid_0's auc: 0.9214 valid_0's binary_logloss: 0.301613 valid_1's auc: 0.909712 valid_1's binary_logloss: 0.315002
[45] valid_0's auc: 0.921786 valid_0's binary_logloss: 0.300824 valid_1's auc: 0.90972 valid_1's binary_logloss: 0.314874
[46] valid_0's auc: 0.922118 valid_0's binary_logloss: 0.300144 valid_1's auc: 0.909706 valid_1's binary_logloss: 0.314801
[47] valid_0's auc: 0.922511 valid_0's binary_logloss: 0.299368 valid_1's auc: 0.909677 valid_1's binary_logloss: 0.314736
[48] valid_0's auc: 0.922848 valid_0's binary_logloss: 0.298732 valid_1's auc: 0.909645 valid_1's binary_logloss: 0.314741
[49] valid_0's auc: 0.923199 valid_0's binary_logloss: 0.298057 valid_1's auc: 0.90953 valid_1's binary_logloss: 0.314827
[50] valid_0's auc: 0.923638 valid_0's binary_logloss: 0.297224 valid_1's auc: 0.909597 valid_1's binary_logloss: 0.314729
[51] valid_0's auc: 0.923936 valid_0's binary_logloss: 0.296631 valid_1's auc: 0.909583 valid_1's binary_logloss: 0.314696
[52] valid_0's auc: 0.924277 valid_0's binary_logloss: 0.296005 valid_1's auc: 0.909579 valid_1's binary_logloss: 0.314709
[53] valid_0's auc: 0.924534 valid_0's binary_logloss: 0.295488 valid_1's auc: 0.909501 valid_1's binary_logloss: 0.3148
[54] valid_0's auc: 0.924896 valid_0's binary_logloss: 0.29488 valid_1's auc: 0.909502 valid_1's binary_logloss: 0.314724
[55] valid_0's auc: 0.925282 valid_0's binary_logloss: 0.294206 valid_1's auc: 0.909327 valid_1's binary_logloss: 0.314906
[56] valid_0's auc: 0.925615 valid_0's binary_logloss: 0.293588 valid_1's auc: 0.909402 valid_1's binary_logloss: 0.314797
[57] valid_0's auc: 0.925884 valid_0's binary_logloss: 0.293082 valid_1's auc: 0.909259 valid_1's binary_logloss: 0.314977
[58] valid_0's auc: 0.926221 valid_0's binary_logloss: 0.292493 valid_1's auc: 0.909219 valid_1's binary_logloss: 0.31501
[59] valid_0's auc: 0.926498 valid_0's binary_logloss: 0.291955 valid_1's auc: 0.909136 valid_1's binary_logloss: 0.315108
[60] valid_0's auc: 0.926801 valid_0's binary_logloss: 0.2914 valid_1's auc: 0.909139 valid_1's binary_logloss: 0.315076
[61] valid_0's auc: 0.927129 valid_0's binary_logloss: 0.290854 valid_1's auc: 0.90919 valid_1's binary_logloss: 0.315078
[62] valid_0's auc: 0.927448 valid_0's binary_logloss: 0.290236 valid_1's auc: 0.909235 valid_1's binary_logloss: 0.31503
[63] valid_0's auc: 0.927722 valid_0's binary_logloss: 0.289723 valid_1's auc: 0.909197 valid_1's binary_logloss: 0.31504
[64] valid_0's auc: 0.928061 valid_0's binary_logloss: 0.289121 valid_1's auc: 0.909369 valid_1's binary_logloss: 0.314817
[65] valid_0's auc: 0.928336 valid_0's binary_logloss: 0.288633 valid_1's auc: 0.909195 valid_1's binary_logloss: 0.315117
[66] valid_0's auc: 0.928674 valid_0's binary_logloss: 0.28806 valid_1's auc: 0.909014 valid_1's binary_logloss: 0.315391
[67] valid_0's auc: 0.928948 valid_0's binary_logloss: 0.287599 valid_1's auc: 0.908966 valid_1's binary_logloss: 0.315494
[68] valid_0's auc: 0.929205 valid_0's binary_logloss: 0.287166 valid_1's auc: 0.908855 valid_1's binary_logloss: 0.315648
[69] valid_0's auc: 0.929538 valid_0's binary_logloss: 0.286581 valid_1's auc: 0.908742 valid_1's binary_logloss: 0.315751
[70] valid_0's auc: 0.929806 valid_0's binary_logloss: 0.286124 valid_1's auc: 0.908809 valid_1's binary_logloss: 0.315658
[71] valid_0's auc: 0.930079 valid_0's binary_logloss: 0.285651 valid_1's auc: 0.908751 valid_1's binary_logloss: 0.315707
[72] valid_0's auc: 0.930367 valid_0's binary_logloss: 0.285162 valid_1's auc: 0.90875 valid_1's binary_logloss: 0.315704
[73] valid_0's auc: 0.930605 valid_0's binary_logloss: 0.284717 valid_1's auc: 0.908789 valid_1's binary_logloss: 0.315651
[74] valid_0's auc: 0.93084 valid_0's binary_logloss: 0.284267 valid_1's auc: 0.908655 valid_1's binary_logloss: 0.315831
[75] valid_0's auc: 0.931049 valid_0's binary_logloss: 0.283852 valid_1's auc: 0.908599 valid_1's binary_logloss: 0.315982
[76] valid_0's auc: 0.931391 valid_0's binary_logloss: 0.28329 valid_1's auc: 0.90852 valid_1's binary_logloss: 0.316132
[77] valid_0's auc: 0.931717 valid_0's binary_logloss: 0.282759 valid_1's auc: 0.908484 valid_1's binary_logloss: 0.316203
[78] valid_0's auc: 0.931964 valid_0's binary_logloss: 0.282305 valid_1's auc: 0.908302 valid_1's binary_logloss: 0.316447
[79] valid_0's auc: 0.932224 valid_0's binary_logloss: 0.281838 valid_1's auc: 0.908347 valid_1's binary_logloss: 0.316388
[80] valid_0's auc: 0.932514 valid_0's binary_logloss: 0.281322 valid_1's auc: 0.9084 valid_1's binary_logloss: 0.316285
[81] valid_0's auc: 0.93284 valid_0's binary_logloss: 0.280793 valid_1's auc: 0.908248 valid_1's binary_logloss: 0.316509
[82] valid_0's auc: 0.933068 valid_0's binary_logloss: 0.280385 valid_1's auc: 0.908075 valid_1's binary_logloss: 0.316732
[83] valid_0's auc: 0.933362 valid_0's binary_logloss: 0.279887 valid_1's auc: 0.907936 valid_1's binary_logloss: 0.316946
[84] valid_0's auc: 0.93357 valid_0's binary_logloss: 0.279488 valid_1's auc: 0.907954 valid_1's binary_logloss: 0.31692
[85] valid_0's auc: 0.933829 valid_0's binary_logloss: 0.279028 valid_1's auc: 0.907928 valid_1's binary_logloss: 0.316991
[86] valid_0's auc: 0.934137 valid_0's binary_logloss: 0.278524 valid_1's auc: 0.907857 valid_1's binary_logloss: 0.317128
[87] valid_0's auc: 0.934366 valid_0's binary_logloss: 0.278118 valid_1's auc: 0.90788 valid_1's binary_logloss: 0.317074
[88] valid_0's auc: 0.934575 valid_0's binary_logloss: 0.277737 valid_1's auc: 0.907939 valid_1's binary_logloss: 0.317018
[89] valid_0's auc: 0.934773 valid_0's binary_logloss: 0.277396 valid_1's auc: 0.907789 valid_1's binary_logloss: 0.317257
[90] valid_0's auc: 0.935028 valid_0's binary_logloss: 0.276944 valid_1's auc: 0.907794 valid_1's binary_logloss: 0.317253
[91] valid_0's auc: 0.935288 valid_0's binary_logloss: 0.276502 valid_1's auc: 0.907594 valid_1's binary_logloss: 0.317586
[92] valid_0's auc: 0.935411 valid_0's binary_logloss: 0.276224 valid_1's auc: 0.907537 valid_1's binary_logloss: 0.317742
[93] valid_0's auc: 0.935664 valid_0's binary_logloss: 0.275785 valid_1's auc: 0.907584 valid_1's binary_logloss: 0.31774
[94] valid_0's auc: 0.935938 valid_0's binary_logloss: 0.275321 valid_1's auc: 0.907536 valid_1's binary_logloss: 0.317805
[95] valid_0's auc: 0.936159 valid_0's binary_logloss: 0.274923 valid_1's auc: 0.907544 valid_1's binary_logloss: 0.317766
[96] valid_0's auc: 0.936404 valid_0's binary_logloss: 0.274511 valid_1's auc: 0.907384 valid_1's binary_logloss: 0.318049
[97] valid_0's auc: 0.936703 valid_0's binary_logloss: 0.273998 valid_1's auc: 0.907371 valid_1's binary_logloss: 0.318079
[98] valid_0's auc: 0.936922 valid_0's binary_logloss: 0.273559 valid_1's auc: 0.907327 valid_1's binary_logloss: 0.318158
[99] valid_0's auc: 0.93717 valid_0's binary_logloss: 0.273123 valid_1's auc: 0.907351 valid_1's binary_logloss: 0.318142
[100] valid_0's auc: 0.937372 valid_0's binary_logloss: 0.272752 valid_1's auc: 0.907468 valid_1's binary_logloss: 0.31796
[101] valid_0's auc: 0.937702 valid_0's binary_logloss: 0.272134 valid_1's auc: 0.907259 valid_1's binary_logloss: 0.318301
[102] valid_0's auc: 0.938007 valid_0's binary_logloss: 0.271624 valid_1's auc: 0.907237 valid_1's binary_logloss: 0.318397
[103] valid_0's auc: 0.9382 valid_0's binary_logloss: 0.271235 valid_1's auc: 0.907233 valid_1's binary_logloss: 0.318405
[104] valid_0's auc: 0.938422 valid_0's binary_logloss: 0.270813 valid_1's auc: 0.907133 valid_1's binary_logloss: 0.318585
[105] valid_0's auc: 0.93862 valid_0's binary_logloss: 0.270448 valid_1's auc: 0.907055 valid_1's binary_logloss: 0.318748
[106] valid_0's auc: 0.93882 valid_0's binary_logloss: 0.270102 valid_1's auc: 0.907013 valid_1's binary_logloss: 0.318759
[107] valid_0's auc: 0.939099 valid_0's binary_logloss: 0.269599 valid_1's auc: 0.907033 valid_1's binary_logloss: 0.318745
[108] valid_0's auc: 0.93929 valid_0's binary_logloss: 0.269246 valid_1's auc: 0.907109 valid_1's binary_logloss: 0.318695
[109] valid_0's auc: 0.939562 valid_0's binary_logloss: 0.268798 valid_1's auc: 0.906976 valid_1's binary_logloss: 0.318929
[110] valid_0's auc: 0.939737 valid_0's binary_logloss: 0.268484 valid_1's auc: 0.906965 valid_1's binary_logloss: 0.318969
[111] valid_0's auc: 0.939932 valid_0's binary_logloss: 0.268109 valid_1's auc: 0.906893 valid_1's binary_logloss: 0.319126
[112] valid_0's auc: 0.940125 valid_0's binary_logloss: 0.267751 valid_1's auc: 0.906876 valid_1's binary_logloss: 0.319195
[113] valid_0's auc: 0.940263 valid_0's binary_logloss: 0.267452 valid_1's auc: 0.90674 valid_1's binary_logloss: 0.319447
[114] valid_0's auc: 0.940529 valid_0's binary_logloss: 0.266992 valid_1's auc: 0.906635 valid_1's binary_logloss: 0.319687
[115] valid_0's auc: 0.940778 valid_0's binary_logloss: 0.266548 valid_1's auc: 0.906566 valid_1's binary_logloss: 0.319841
[116] valid_0's auc: 0.940958 valid_0's binary_logloss: 0.266222 valid_1's auc: 0.906504 valid_1's binary_logloss: 0.319936
[117] valid_0's auc: 0.941239 valid_0's binary_logloss: 0.265732 valid_1's auc: 0.906472 valid_1's binary_logloss: 0.320015
[118] valid_0's auc: 0.941438 valid_0's binary_logloss: 0.265351 valid_1's auc: 0.906538 valid_1's binary_logloss: 0.319969
[119] valid_0's auc: 0.941656 valid_0's binary_logloss: 0.264966 valid_1's auc: 0.906507 valid_1's binary_logloss: 0.320042
[120] valid_0's auc: 0.941811 valid_0's binary_logloss: 0.264654 valid_1's auc: 0.906393 valid_1's binary_logloss: 0.32022
[121] valid_0's auc: 0.941983 valid_0's binary_logloss: 0.264341 valid_1's auc: 0.906441 valid_1's binary_logloss: 0.320189
[122] valid_0's auc: 0.942262 valid_0's binary_logloss: 0.263904 valid_1's auc: 0.906383 valid_1's binary_logloss: 0.320273
[123] valid_0's auc: 0.94246 valid_0's binary_logloss: 0.263555 valid_1's auc: 0.906349 valid_1's binary_logloss: 0.320357
[124] valid_0's auc: 0.942595 valid_0's binary_logloss: 0.263283 valid_1's auc: 0.906354 valid_1's binary_logloss: 0.320357
[125] valid_0's auc: 0.942771 valid_0's binary_logloss: 0.262981 valid_1's auc: 0.906298 valid_1's binary_logloss: 0.32045
[126] valid_0's auc: 0.94292 valid_0's binary_logloss: 0.262704 valid_1's auc: 0.906219 valid_1's binary_logloss: 0.320591
[127] valid_0's auc: 0.943078 valid_0's binary_logloss: 0.262411 valid_1's auc: 0.906271 valid_1's binary_logloss: 0.320521
[128] valid_0's auc: 0.943241 valid_0's binary_logloss: 0.2621 valid_1's auc: 0.906213 valid_1's binary_logloss: 0.320628
[129] valid_0's auc: 0.94337 valid_0's binary_logloss: 0.261843 valid_1's auc: 0.906182 valid_1's binary_logloss: 0.32075
[130] valid_0's auc: 0.943527 valid_0's binary_logloss: 0.261537 valid_1's auc: 0.906135 valid_1's binary_logloss: 0.320819
[131] valid_0's auc: 0.9438 valid_0's binary_logloss: 0.261085 valid_1's auc: 0.906121 valid_1's binary_logloss: 0.320864
[132] valid_0's auc: 0.94401 valid_0's binary_logloss: 0.260673 valid_1's auc: 0.90607 valid_1's binary_logloss: 0.320997
[133] valid_0's auc: 0.944163 valid_0's binary_logloss: 0.260385 valid_1's auc: 0.906018 valid_1's binary_logloss: 0.321112
[134] valid_0's auc: 0.944265 valid_0's binary_logloss: 0.260167 valid_1's auc: 0.905946 valid_1's binary_logloss: 0.321239
[135] valid_0's auc: 0.944549 valid_0's binary_logloss: 0.259695 valid_1's auc: 0.905895 valid_1's binary_logloss: 0.321268
[136] valid_0's auc: 0.944696 valid_0's binary_logloss: 0.259433 valid_1's auc: 0.905947 valid_1's binary_logloss: 0.321239
[137] valid_0's auc: 0.944838 valid_0's binary_logloss: 0.259173 valid_1's auc: 0.905946 valid_1's binary_logloss: 0.32125
[138] valid_0's auc: 0.945025 valid_0's binary_logloss: 0.258826 valid_1's auc: 0.905968 valid_1's binary_logloss: 0.321236
[139] valid_0's auc: 0.945201 valid_0's binary_logloss: 0.258505 valid_1's auc: 0.90594 valid_1's binary_logloss: 0.321337
[140] valid_0's auc: 0.945331 valid_0's binary_logloss: 0.258233 valid_1's auc: 0.905804 valid_1's binary_logloss: 0.321582
[141] valid_0's auc: 0.945428 valid_0's binary_logloss: 0.258017 valid_1's auc: 0.905814 valid_1's binary_logloss: 0.321651
[142] valid_0's auc: 0.945565 valid_0's binary_logloss: 0.257733 valid_1's auc: 0.905769 valid_1's binary_logloss: 0.321746
[143] valid_0's auc: 0.945741 valid_0's binary_logloss: 0.257369 valid_1's auc: 0.905745 valid_1's binary_logloss: 0.321757
Early stopping, best iteration is:
[43] valid_0's auc: 0.921047 valid_0's binary_logloss: 0.302339 valid_1's auc: 0.909837 valid_1's binary_logloss: 0.31495
[1] valid_0's auc: 0.887249 valid_0's binary_logloss: 0.517046 valid_1's auc: 0.892969 valid_1's binary_logloss: 0.508431
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.889524 valid_0's binary_logloss: 0.488088 valid_1's auc: 0.89592 valid_1's binary_logloss: 0.478873
[3] valid_0's auc: 0.891571 valid_0's binary_logloss: 0.464744 valid_1's auc: 0.896177 valid_1's binary_logloss: 0.455472
[4] valid_0's auc: 0.893868 valid_0's binary_logloss: 0.445249 valid_1's auc: 0.897585 valid_1's binary_logloss: 0.43623
[5] valid_0's auc: 0.897186 valid_0's binary_logloss: 0.429114 valid_1's auc: 0.900745 valid_1's binary_logloss: 0.419804
[6] valid_0's auc: 0.898078 valid_0's binary_logloss: 0.415466 valid_1's auc: 0.901242 valid_1's binary_logloss: 0.406401
[7] valid_0's auc: 0.899398 valid_0's binary_logloss: 0.403794 valid_1's auc: 0.90246 valid_1's binary_logloss: 0.394732
[8] valid_0's auc: 0.900616 valid_0's binary_logloss: 0.393732 valid_1's auc: 0.902926 valid_1's binary_logloss: 0.385104
[9] valid_0's auc: 0.901282 valid_0's binary_logloss: 0.384962 valid_1's auc: 0.903761 valid_1's binary_logloss: 0.376423
[10] valid_0's auc: 0.902116 valid_0's binary_logloss: 0.377268 valid_1's auc: 0.903857 valid_1's binary_logloss: 0.369348
[11] valid_0's auc: 0.902911 valid_0's binary_logloss: 0.370559 valid_1's auc: 0.90371 valid_1's binary_logloss: 0.36337
[12] valid_0's auc: 0.903892 valid_0's binary_logloss: 0.364523 valid_1's auc: 0.904465 valid_1's binary_logloss: 0.357744
[13] valid_0's auc: 0.904864 valid_0's binary_logloss: 0.359224 valid_1's auc: 0.904853 valid_1's binary_logloss: 0.352978
[14] valid_0's auc: 0.905535 valid_0's binary_logloss: 0.354517 valid_1's auc: 0.905195 valid_1's binary_logloss: 0.348745
[15] valid_0's auc: 0.906247 valid_0's binary_logloss: 0.350292 valid_1's auc: 0.905529 valid_1's binary_logloss: 0.345032
[16] valid_0's auc: 0.906797 valid_0's binary_logloss: 0.346472 valid_1's auc: 0.905953 valid_1's binary_logloss: 0.341776
[17] valid_0's auc: 0.907358 valid_0's binary_logloss: 0.343123 valid_1's auc: 0.906447 valid_1's binary_logloss: 0.338822
[18] valid_0's auc: 0.908033 valid_0's binary_logloss: 0.339924 valid_1's auc: 0.906787 valid_1's binary_logloss: 0.336244
[19] valid_0's auc: 0.9089 valid_0's binary_logloss: 0.336963 valid_1's auc: 0.906867 valid_1's binary_logloss: 0.334193
[20] valid_0's auc: 0.909369 valid_0's binary_logloss: 0.334443 valid_1's auc: 0.907085 valid_1's binary_logloss: 0.332105
[21] valid_0's auc: 0.91003 valid_0's binary_logloss: 0.331985 valid_1's auc: 0.906959 valid_1's binary_logloss: 0.330663
[22] valid_0's auc: 0.910864 valid_0's binary_logloss: 0.329506 valid_1's auc: 0.907514 valid_1's binary_logloss: 0.328727
[23] valid_0's auc: 0.91153 valid_0's binary_logloss: 0.327413 valid_1's auc: 0.907514 valid_1's binary_logloss: 0.327412
[24] valid_0's auc: 0.912029 valid_0's binary_logloss: 0.325525 valid_1's auc: 0.907583 valid_1's binary_logloss: 0.326119
[25] valid_0's auc: 0.912589 valid_0's binary_logloss: 0.323625 valid_1's auc: 0.907585 valid_1's binary_logloss: 0.324985
[26] valid_0's auc: 0.913172 valid_0's binary_logloss: 0.321842 valid_1's auc: 0.907685 valid_1's binary_logloss: 0.323969
[27] valid_0's auc: 0.913746 valid_0's binary_logloss: 0.320211 valid_1's auc: 0.907944 valid_1's binary_logloss: 0.323003
[28] valid_0's auc: 0.914191 valid_0's binary_logloss: 0.318789 valid_1's auc: 0.908161 valid_1's binary_logloss: 0.321984
[29] valid_0's auc: 0.914635 valid_0's binary_logloss: 0.317378 valid_1's auc: 0.908298 valid_1's binary_logloss: 0.321147
[30] valid_0's auc: 0.915102 valid_0's binary_logloss: 0.316046 valid_1's auc: 0.908386 valid_1's binary_logloss: 0.320581
[31] valid_0's auc: 0.915569 valid_0's binary_logloss: 0.314739 valid_1's auc: 0.908628 valid_1's binary_logloss: 0.319825
[32] valid_0's auc: 0.916028 valid_0's binary_logloss: 0.313492 valid_1's auc: 0.908515 valid_1's binary_logloss: 0.319562
[33] valid_0's auc: 0.916594 valid_0's binary_logloss: 0.312253 valid_1's auc: 0.908586 valid_1's binary_logloss: 0.319131
[34] valid_0's auc: 0.917079 valid_0's binary_logloss: 0.311062 valid_1's auc: 0.908472 valid_1's binary_logloss: 0.318884
[35] valid_0's auc: 0.917491 valid_0's binary_logloss: 0.31004 valid_1's auc: 0.908461 valid_1's binary_logloss: 0.318572
[36] valid_0's auc: 0.917947 valid_0's binary_logloss: 0.309001 valid_1's auc: 0.908416 valid_1's binary_logloss: 0.31842
[37] valid_0's auc: 0.918376 valid_0's binary_logloss: 0.308021 valid_1's auc: 0.908447 valid_1's binary_logloss: 0.318117
[38] valid_0's auc: 0.918778 valid_0's binary_logloss: 0.307141 valid_1's auc: 0.908466 valid_1's binary_logloss: 0.317916
[39] valid_0's auc: 0.919223 valid_0's binary_logloss: 0.306216 valid_1's auc: 0.908337 valid_1's binary_logloss: 0.31792
[40] valid_0's auc: 0.919764 valid_0's binary_logloss: 0.305128 valid_1's auc: 0.908408 valid_1's binary_logloss: 0.317682
[41] valid_0's auc: 0.920187 valid_0's binary_logloss: 0.304281 valid_1's auc: 0.908306 valid_1's binary_logloss: 0.317646
[42] valid_0's auc: 0.920619 valid_0's binary_logloss: 0.303442 valid_1's auc: 0.908257 valid_1's binary_logloss: 0.317622
[43] valid_0's auc: 0.92102 valid_0's binary_logloss: 0.30262 valid_1's auc: 0.908354 valid_1's binary_logloss: 0.317389
[44] valid_0's auc: 0.921413 valid_0's binary_logloss: 0.301836 valid_1's auc: 0.908264 valid_1's binary_logloss: 0.317424
[45] valid_0's auc: 0.921785 valid_0's binary_logloss: 0.301061 valid_1's auc: 0.908129 valid_1's binary_logloss: 0.317502
[46] valid_0's auc: 0.922198 valid_0's binary_logloss: 0.300282 valid_1's auc: 0.907953 valid_1's binary_logloss: 0.317659
[47] valid_0's auc: 0.922522 valid_0's binary_logloss: 0.29963 valid_1's auc: 0.907836 valid_1's binary_logloss: 0.317775
[48] valid_0's auc: 0.922842 valid_0's binary_logloss: 0.298974 valid_1's auc: 0.90791 valid_1's binary_logloss: 0.317593
[49] valid_0's auc: 0.923167 valid_0's binary_logloss: 0.298346 valid_1's auc: 0.907913 valid_1's binary_logloss: 0.317495
[50] valid_0's auc: 0.923535 valid_0's binary_logloss: 0.297701 valid_1's auc: 0.907892 valid_1's binary_logloss: 0.317408
[51] valid_0's auc: 0.923894 valid_0's binary_logloss: 0.296975 valid_1's auc: 0.907848 valid_1's binary_logloss: 0.317438
[52] valid_0's auc: 0.92424 valid_0's binary_logloss: 0.29636 valid_1's auc: 0.907886 valid_1's binary_logloss: 0.317333
[53] valid_0's auc: 0.924484 valid_0's binary_logloss: 0.295875 valid_1's auc: 0.907863 valid_1's binary_logloss: 0.317304
[54] valid_0's auc: 0.924733 valid_0's binary_logloss: 0.29536 valid_1's auc: 0.907977 valid_1's binary_logloss: 0.3171
[55] valid_0's auc: 0.925043 valid_0's binary_logloss: 0.294791 valid_1's auc: 0.907818 valid_1's binary_logloss: 0.317305
[56] valid_0's auc: 0.925485 valid_0's binary_logloss: 0.294096 valid_1's auc: 0.907641 valid_1's binary_logloss: 0.317587
[57] valid_0's auc: 0.925858 valid_0's binary_logloss: 0.293445 valid_1's auc: 0.907598 valid_1's binary_logloss: 0.317677
[58] valid_0's auc: 0.926244 valid_0's binary_logloss: 0.292757 valid_1's auc: 0.907367 valid_1's binary_logloss: 0.318083
[59] valid_0's auc: 0.926466 valid_0's binary_logloss: 0.292343 valid_1's auc: 0.907328 valid_1's binary_logloss: 0.318147
[60] valid_0's auc: 0.926805 valid_0's binary_logloss: 0.291707 valid_1's auc: 0.907261 valid_1's binary_logloss: 0.318239
[61] valid_0's auc: 0.927157 valid_0's binary_logloss: 0.291072 valid_1's auc: 0.907276 valid_1's binary_logloss: 0.318247
[62] valid_0's auc: 0.927457 valid_0's binary_logloss: 0.290536 valid_1's auc: 0.907204 valid_1's binary_logloss: 0.31833
[63] valid_0's auc: 0.927778 valid_0's binary_logloss: 0.29 valid_1's auc: 0.907153 valid_1's binary_logloss: 0.318433
[64] valid_0's auc: 0.928021 valid_0's binary_logloss: 0.289569 valid_1's auc: 0.907204 valid_1's binary_logloss: 0.318313
[65] valid_0's auc: 0.928289 valid_0's binary_logloss: 0.28909 valid_1's auc: 0.907165 valid_1's binary_logloss: 0.318377
[66] valid_0's auc: 0.928527 valid_0's binary_logloss: 0.288646 valid_1's auc: 0.907113 valid_1's binary_logloss: 0.318475
[67] valid_0's auc: 0.928883 valid_0's binary_logloss: 0.288029 valid_1's auc: 0.907105 valid_1's binary_logloss: 0.318526
[68] valid_0's auc: 0.929201 valid_0's binary_logloss: 0.287495 valid_1's auc: 0.907197 valid_1's binary_logloss: 0.318388
[69] valid_0's auc: 0.929378 valid_0's binary_logloss: 0.28713 valid_1's auc: 0.907093 valid_1's binary_logloss: 0.318533
[70] valid_0's auc: 0.929657 valid_0's binary_logloss: 0.28662 valid_1's auc: 0.907128 valid_1's binary_logloss: 0.318459
[71] valid_0's auc: 0.929939 valid_0's binary_logloss: 0.286099 valid_1's auc: 0.907052 valid_1's binary_logloss: 0.318615
[72] valid_0's auc: 0.930105 valid_0's binary_logloss: 0.285756 valid_1's auc: 0.906992 valid_1's binary_logloss: 0.318671
[73] valid_0's auc: 0.930351 valid_0's binary_logloss: 0.285297 valid_1's auc: 0.907029 valid_1's binary_logloss: 0.318652
[74] valid_0's auc: 0.930753 valid_0's binary_logloss: 0.284593 valid_1's auc: 0.906935 valid_1's binary_logloss: 0.318807
[75] valid_0's auc: 0.931083 valid_0's binary_logloss: 0.283957 valid_1's auc: 0.906993 valid_1's binary_logloss: 0.318769
[76] valid_0's auc: 0.93129 valid_0's binary_logloss: 0.283581 valid_1's auc: 0.907011 valid_1's binary_logloss: 0.318765
[77] valid_0's auc: 0.931541 valid_0's binary_logloss: 0.283098 valid_1's auc: 0.906906 valid_1's binary_logloss: 0.318964
[78] valid_0's auc: 0.93177 valid_0's binary_logloss: 0.282639 valid_1's auc: 0.906962 valid_1's binary_logloss: 0.318893
[79] valid_0's auc: 0.931994 valid_0's binary_logloss: 0.282236 valid_1's auc: 0.906909 valid_1's binary_logloss: 0.319021
[80] valid_0's auc: 0.932235 valid_0's binary_logloss: 0.281793 valid_1's auc: 0.906833 valid_1's binary_logloss: 0.319153
[81] valid_0's auc: 0.932496 valid_0's binary_logloss: 0.281291 valid_1's auc: 0.906745 valid_1's binary_logloss: 0.319332
[82] valid_0's auc: 0.932766 valid_0's binary_logloss: 0.280841 valid_1's auc: 0.906572 valid_1's binary_logloss: 0.319648
[83] valid_0's auc: 0.932936 valid_0's binary_logloss: 0.280509 valid_1's auc: 0.906471 valid_1's binary_logloss: 0.31982
[84] valid_0's auc: 0.93312 valid_0's binary_logloss: 0.280145 valid_1's auc: 0.906445 valid_1's binary_logloss: 0.319862
[85] valid_0's auc: 0.933416 valid_0's binary_logloss: 0.279623 valid_1's auc: 0.906433 valid_1's binary_logloss: 0.319932
[86] valid_0's auc: 0.933677 valid_0's binary_logloss: 0.279153 valid_1's auc: 0.906345 valid_1's binary_logloss: 0.320058
[87] valid_0's auc: 0.933857 valid_0's binary_logloss: 0.278851 valid_1's auc: 0.906317 valid_1's binary_logloss: 0.320158
[88] valid_0's auc: 0.934071 valid_0's binary_logloss: 0.278446 valid_1's auc: 0.906246 valid_1's binary_logloss: 0.320301
[89] valid_0's auc: 0.934244 valid_0's binary_logloss: 0.278142 valid_1's auc: 0.906318 valid_1's binary_logloss: 0.320252
[90] valid_0's auc: 0.934521 valid_0's binary_logloss: 0.277663 valid_1's auc: 0.906273 valid_1's binary_logloss: 0.320315
[91] valid_0's auc: 0.934765 valid_0's binary_logloss: 0.277222 valid_1's auc: 0.906145 valid_1's binary_logloss: 0.320584
[92] valid_0's auc: 0.935087 valid_0's binary_logloss: 0.27669 valid_1's auc: 0.906233 valid_1's binary_logloss: 0.320408
[93] valid_0's auc: 0.93527 valid_0's binary_logloss: 0.27635 valid_1's auc: 0.906217 valid_1's binary_logloss: 0.320422
[94] valid_0's auc: 0.935554 valid_0's binary_logloss: 0.275829 valid_1's auc: 0.90619 valid_1's binary_logloss: 0.320544
[95] valid_0's auc: 0.935826 valid_0's binary_logloss: 0.275355 valid_1's auc: 0.90608 valid_1's binary_logloss: 0.3207
[96] valid_0's auc: 0.936105 valid_0's binary_logloss: 0.274884 valid_1's auc: 0.905909 valid_1's binary_logloss: 0.32099
[97] valid_0's auc: 0.93642 valid_0's binary_logloss: 0.274358 valid_1's auc: 0.905958 valid_1's binary_logloss: 0.320931
[98] valid_0's auc: 0.936694 valid_0's binary_logloss: 0.273885 valid_1's auc: 0.905863 valid_1's binary_logloss: 0.321073
[99] valid_0's auc: 0.936914 valid_0's binary_logloss: 0.273519 valid_1's auc: 0.905828 valid_1's binary_logloss: 0.321125
[100] valid_0's auc: 0.937125 valid_0's binary_logloss: 0.273139 valid_1's auc: 0.905746 valid_1's binary_logloss: 0.321292
[101] valid_0's auc: 0.937331 valid_0's binary_logloss: 0.27274 valid_1's auc: 0.905606 valid_1's binary_logloss: 0.321582
[102] valid_0's auc: 0.937499 valid_0's binary_logloss: 0.272424 valid_1's auc: 0.905546 valid_1's binary_logloss: 0.321722
[103] valid_0's auc: 0.937675 valid_0's binary_logloss: 0.272138 valid_1's auc: 0.905512 valid_1's binary_logloss: 0.321791
[104] valid_0's auc: 0.93786 valid_0's binary_logloss: 0.271807 valid_1's auc: 0.905432 valid_1's binary_logloss: 0.321961
[105] valid_0's auc: 0.938166 valid_0's binary_logloss: 0.271293 valid_1's auc: 0.905505 valid_1's binary_logloss: 0.321881
[106] valid_0's auc: 0.938361 valid_0's binary_logloss: 0.270926 valid_1's auc: 0.905346 valid_1's binary_logloss: 0.322153
[107] valid_0's auc: 0.938524 valid_0's binary_logloss: 0.270637 valid_1's auc: 0.905337 valid_1's binary_logloss: 0.322188
[108] valid_0's auc: 0.938766 valid_0's binary_logloss: 0.270148 valid_1's auc: 0.905321 valid_1's binary_logloss: 0.322313
[109] valid_0's auc: 0.938956 valid_0's binary_logloss: 0.269801 valid_1's auc: 0.905263 valid_1's binary_logloss: 0.322498
[110] valid_0's auc: 0.939121 valid_0's binary_logloss: 0.269491 valid_1's auc: 0.905299 valid_1's binary_logloss: 0.322474
[111] valid_0's auc: 0.939323 valid_0's binary_logloss: 0.269111 valid_1's auc: 0.905215 valid_1's binary_logloss: 0.322625
[112] valid_0's auc: 0.939498 valid_0's binary_logloss: 0.268808 valid_1's auc: 0.905234 valid_1's binary_logloss: 0.322582
[113] valid_0's auc: 0.939587 valid_0's binary_logloss: 0.268614 valid_1's auc: 0.905142 valid_1's binary_logloss: 0.322785
[114] valid_0's auc: 0.939826 valid_0's binary_logloss: 0.26818 valid_1's auc: 0.905138 valid_1's binary_logloss: 0.322808
[115] valid_0's auc: 0.940073 valid_0's binary_logloss: 0.26776 valid_1's auc: 0.905149 valid_1's binary_logloss: 0.322795
[116] valid_0's auc: 0.940221 valid_0's binary_logloss: 0.267483 valid_1's auc: 0.905156 valid_1's binary_logloss: 0.322809
[117] valid_0's auc: 0.940416 valid_0's binary_logloss: 0.267152 valid_1's auc: 0.905154 valid_1's binary_logloss: 0.322824
[118] valid_0's auc: 0.940655 valid_0's binary_logloss: 0.266732 valid_1's auc: 0.905124 valid_1's binary_logloss: 0.322885
[119] valid_0's auc: 0.940781 valid_0's binary_logloss: 0.266494 valid_1's auc: 0.904995 valid_1's binary_logloss: 0.323097
[120] valid_0's auc: 0.940998 valid_0's binary_logloss: 0.266118 valid_1's auc: 0.904977 valid_1's binary_logloss: 0.323169
[121] valid_0's auc: 0.941094 valid_0's binary_logloss: 0.265914 valid_1's auc: 0.904969 valid_1's binary_logloss: 0.323168
[122] valid_0's auc: 0.941331 valid_0's binary_logloss: 0.265472 valid_1's auc: 0.904967 valid_1's binary_logloss: 0.323192
[123] valid_0's auc: 0.94152 valid_0's binary_logloss: 0.265128 valid_1's auc: 0.904915 valid_1's binary_logloss: 0.323329
[124] valid_0's auc: 0.941759 valid_0's binary_logloss: 0.264712 valid_1's auc: 0.904838 valid_1's binary_logloss: 0.323542
[125] valid_0's auc: 0.941827 valid_0's binary_logloss: 0.264561 valid_1's auc: 0.904837 valid_1's binary_logloss: 0.32354
[126] valid_0's auc: 0.942004 valid_0's binary_logloss: 0.264253 valid_1's auc: 0.904771 valid_1's binary_logloss: 0.32369
[127] valid_0's auc: 0.942186 valid_0's binary_logloss: 0.263899 valid_1's auc: 0.904709 valid_1's binary_logloss: 0.323881
[128] valid_0's auc: 0.942419 valid_0's binary_logloss: 0.263503 valid_1's auc: 0.904669 valid_1's binary_logloss: 0.323978
[129] valid_0's auc: 0.942585 valid_0's binary_logloss: 0.263195 valid_1's auc: 0.90469 valid_1's binary_logloss: 0.323913
[130] valid_0's auc: 0.942807 valid_0's binary_logloss: 0.262768 valid_1's auc: 0.904623 valid_1's binary_logloss: 0.324056
[131] valid_0's auc: 0.943008 valid_0's binary_logloss: 0.262435 valid_1's auc: 0.904665 valid_1's binary_logloss: 0.324027
Early stopping, best iteration is:
[31] valid_0's auc: 0.915569 valid_0's binary_logloss: 0.314739 valid_1's auc: 0.908628 valid_1's binary_logloss: 0.319825
[1] valid_0's auc: 0.888786 valid_0's binary_logloss: 0.516801 valid_1's auc: 0.894376 valid_1's binary_logloss: 0.508215
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.892051 valid_0's binary_logloss: 0.487909 valid_1's auc: 0.897516 valid_1's binary_logloss: 0.478613
[3] valid_0's auc: 0.892499 valid_0's binary_logloss: 0.464939 valid_1's auc: 0.897999 valid_1's binary_logloss: 0.455284
[4] valid_0's auc: 0.893544 valid_0's binary_logloss: 0.445997 valid_1's auc: 0.898579 valid_1's binary_logloss: 0.43625
[5] valid_0's auc: 0.897183 valid_0's binary_logloss: 0.429801 valid_1's auc: 0.901802 valid_1's binary_logloss: 0.419978
[6] valid_0's auc: 0.898312 valid_0's binary_logloss: 0.416121 valid_1's auc: 0.902211 valid_1's binary_logloss: 0.406386
[7] valid_0's auc: 0.899236 valid_0's binary_logloss: 0.40443 valid_1's auc: 0.902787 valid_1's binary_logloss: 0.394757
[8] valid_0's auc: 0.899639 valid_0's binary_logloss: 0.394315 valid_1's auc: 0.90375 valid_1's binary_logloss: 0.384547
[9] valid_0's auc: 0.900834 valid_0's binary_logloss: 0.38557 valid_1's auc: 0.904192 valid_1's binary_logloss: 0.376078
[10] valid_0's auc: 0.901746 valid_0's binary_logloss: 0.377945 valid_1's auc: 0.904481 valid_1's binary_logloss: 0.368806
[11] valid_0's auc: 0.90252 valid_0's binary_logloss: 0.371205 valid_1's auc: 0.904908 valid_1's binary_logloss: 0.362532
[12] valid_0's auc: 0.903208 valid_0's binary_logloss: 0.365265 valid_1's auc: 0.905106 valid_1's binary_logloss: 0.35705
[13] valid_0's auc: 0.904384 valid_0's binary_logloss: 0.359865 valid_1's auc: 0.90581 valid_1's binary_logloss: 0.352017
[14] valid_0's auc: 0.905128 valid_0's binary_logloss: 0.355111 valid_1's auc: 0.905975 valid_1's binary_logloss: 0.347824
[15] valid_0's auc: 0.905702 valid_0's binary_logloss: 0.350796 valid_1's auc: 0.906461 valid_1's binary_logloss: 0.343983
[16] valid_0's auc: 0.906416 valid_0's binary_logloss: 0.346926 valid_1's auc: 0.907136 valid_1's binary_logloss: 0.340524
[17] valid_0's auc: 0.906965 valid_0's binary_logloss: 0.343512 valid_1's auc: 0.907443 valid_1's binary_logloss: 0.337508
[18] valid_0's auc: 0.907653 valid_0's binary_logloss: 0.340327 valid_1's auc: 0.907568 valid_1's binary_logloss: 0.335135
[19] valid_0's auc: 0.90867 valid_0's binary_logloss: 0.337206 valid_1's auc: 0.907689 valid_1's binary_logloss: 0.332904
[20] valid_0's auc: 0.909209 valid_0's binary_logloss: 0.334692 valid_1's auc: 0.907676 valid_1's binary_logloss: 0.331179
[21] valid_0's auc: 0.90991 valid_0's binary_logloss: 0.3322 valid_1's auc: 0.90771 valid_1's binary_logloss: 0.329477
[22] valid_0's auc: 0.910643 valid_0's binary_logloss: 0.329894 valid_1's auc: 0.907685 valid_1's binary_logloss: 0.328068
[23] valid_0's auc: 0.911375 valid_0's binary_logloss: 0.327592 valid_1's auc: 0.907806 valid_1's binary_logloss: 0.326608
[24] valid_0's auc: 0.912047 valid_0's binary_logloss: 0.325475 valid_1's auc: 0.907924 valid_1's binary_logloss: 0.325412
[25] valid_0's auc: 0.91249 valid_0's binary_logloss: 0.323808 valid_1's auc: 0.907977 valid_1's binary_logloss: 0.324311
[26] valid_0's auc: 0.913075 valid_0's binary_logloss: 0.322115 valid_1's auc: 0.908064 valid_1's binary_logloss: 0.323349
[27] valid_0's auc: 0.913698 valid_0's binary_logloss: 0.320412 valid_1's auc: 0.908291 valid_1's binary_logloss: 0.3223
[28] valid_0's auc: 0.914152 valid_0's binary_logloss: 0.318983 valid_1's auc: 0.908215 valid_1's binary_logloss: 0.321655
[29] valid_0's auc: 0.914788 valid_0's binary_logloss: 0.317385 valid_1's auc: 0.908248 valid_1's binary_logloss: 0.321037
[30] valid_0's auc: 0.9152 valid_0's binary_logloss: 0.316096 valid_1's auc: 0.908523 valid_1's binary_logloss: 0.320182
[31] valid_0's auc: 0.91556 valid_0's binary_logloss: 0.314917 valid_1's auc: 0.908491 valid_1's binary_logloss: 0.319789
[32] valid_0's auc: 0.915986 valid_0's binary_logloss: 0.313727 valid_1's auc: 0.908816 valid_1's binary_logloss: 0.318952
[33] valid_0's auc: 0.916478 valid_0's binary_logloss: 0.312578 valid_1's auc: 0.908876 valid_1's binary_logloss: 0.318495
[34] valid_0's auc: 0.916924 valid_0's binary_logloss: 0.311425 valid_1's auc: 0.908981 valid_1's binary_logloss: 0.318003
[35] valid_0's auc: 0.917365 valid_0's binary_logloss: 0.310288 valid_1's auc: 0.908978 valid_1's binary_logloss: 0.317658
[36] valid_0's auc: 0.917694 valid_0's binary_logloss: 0.309367 valid_1's auc: 0.909051 valid_1's binary_logloss: 0.317322
[37] valid_0's auc: 0.9181 valid_0's binary_logloss: 0.30838 valid_1's auc: 0.909068 valid_1's binary_logloss: 0.317054
[38] valid_0's auc: 0.918483 valid_0's binary_logloss: 0.307536 valid_1's auc: 0.90898 valid_1's binary_logloss: 0.317069
[39] valid_0's auc: 0.918955 valid_0's binary_logloss: 0.30648 valid_1's auc: 0.908922 valid_1's binary_logloss: 0.316952
[40] valid_0's auc: 0.919309 valid_0's binary_logloss: 0.30562 valid_1's auc: 0.909153 valid_1's binary_logloss: 0.316499
[41] valid_0's auc: 0.91983 valid_0's binary_logloss: 0.304604 valid_1's auc: 0.909147 valid_1's binary_logloss: 0.316389
[42] valid_0's auc: 0.920336 valid_0's binary_logloss: 0.303643 valid_1's auc: 0.908989 valid_1's binary_logloss: 0.316482
[43] valid_0's auc: 0.920736 valid_0's binary_logloss: 0.302776 valid_1's auc: 0.908915 valid_1's binary_logloss: 0.316468
[44] valid_0's auc: 0.921159 valid_0's binary_logloss: 0.301928 valid_1's auc: 0.909029 valid_1's binary_logloss: 0.316225
[45] valid_0's auc: 0.921539 valid_0's binary_logloss: 0.301193 valid_1's auc: 0.908992 valid_1's binary_logloss: 0.316126
[46] valid_0's auc: 0.92187 valid_0's binary_logloss: 0.300488 valid_1's auc: 0.909226 valid_1's binary_logloss: 0.315711
[47] valid_0's auc: 0.922245 valid_0's binary_logloss: 0.299758 valid_1's auc: 0.909152 valid_1's binary_logloss: 0.31581
[48] valid_0's auc: 0.922544 valid_0's binary_logloss: 0.299144 valid_1's auc: 0.909222 valid_1's binary_logloss: 0.31565
[49] valid_0's auc: 0.922868 valid_0's binary_logloss: 0.298506 valid_1's auc: 0.909291 valid_1's binary_logloss: 0.315479
[50] valid_0's auc: 0.923161 valid_0's binary_logloss: 0.297913 valid_1's auc: 0.909378 valid_1's binary_logloss: 0.315333
[51] valid_0's auc: 0.923484 valid_0's binary_logloss: 0.297232 valid_1's auc: 0.9094 valid_1's binary_logloss: 0.315207
[52] valid_0's auc: 0.923889 valid_0's binary_logloss: 0.29655 valid_1's auc: 0.909301 valid_1's binary_logloss: 0.315335
[53] valid_0's auc: 0.924254 valid_0's binary_logloss: 0.295955 valid_1's auc: 0.909275 valid_1's binary_logloss: 0.315351
[54] valid_0's auc: 0.924517 valid_0's binary_logloss: 0.295422 valid_1's auc: 0.909247 valid_1's binary_logloss: 0.315353
[55] valid_0's auc: 0.92481 valid_0's binary_logloss: 0.294893 valid_1's auc: 0.90917 valid_1's binary_logloss: 0.315462
[56] valid_0's auc: 0.925141 valid_0's binary_logloss: 0.294306 valid_1's auc: 0.9091 valid_1's binary_logloss: 0.315554
[57] valid_0's auc: 0.925421 valid_0's binary_logloss: 0.293747 valid_1's auc: 0.909024 valid_1's binary_logloss: 0.315621
[58] valid_0's auc: 0.925785 valid_0's binary_logloss: 0.293126 valid_1's auc: 0.909006 valid_1's binary_logloss: 0.315675
[59] valid_0's auc: 0.926173 valid_0's binary_logloss: 0.292439 valid_1's auc: 0.90897 valid_1's binary_logloss: 0.315695
[60] valid_0's auc: 0.926458 valid_0's binary_logloss: 0.291904 valid_1's auc: 0.908798 valid_1's binary_logloss: 0.316004
[61] valid_0's auc: 0.926756 valid_0's binary_logloss: 0.291375 valid_1's auc: 0.908685 valid_1's binary_logloss: 0.316173
[62] valid_0's auc: 0.927138 valid_0's binary_logloss: 0.29077 valid_1's auc: 0.908733 valid_1's binary_logloss: 0.316108
[63] valid_0's auc: 0.927419 valid_0's binary_logloss: 0.290229 valid_1's auc: 0.90879 valid_1's binary_logloss: 0.316013
[64] valid_0's auc: 0.927725 valid_0's binary_logloss: 0.289704 valid_1's auc: 0.908769 valid_1's binary_logloss: 0.31602
[65] valid_0's auc: 0.928033 valid_0's binary_logloss: 0.289182 valid_1's auc: 0.908847 valid_1's binary_logloss: 0.315885
[66] valid_0's auc: 0.928306 valid_0's binary_logloss: 0.288666 valid_1's auc: 0.908855 valid_1's binary_logloss: 0.31594
[67] valid_0's auc: 0.928609 valid_0's binary_logloss: 0.288157 valid_1's auc: 0.908907 valid_1's binary_logloss: 0.315864
[68] valid_0's auc: 0.928906 valid_0's binary_logloss: 0.287625 valid_1's auc: 0.908888 valid_1's binary_logloss: 0.315893
[69] valid_0's auc: 0.929205 valid_0's binary_logloss: 0.287112 valid_1's auc: 0.908883 valid_1's binary_logloss: 0.315933
[70] valid_0's auc: 0.929435 valid_0's binary_logloss: 0.286656 valid_1's auc: 0.908871 valid_1's binary_logloss: 0.315949
[71] valid_0's auc: 0.92975 valid_0's binary_logloss: 0.286139 valid_1's auc: 0.908847 valid_1's binary_logloss: 0.316021
[72] valid_0's auc: 0.930013 valid_0's binary_logloss: 0.285676 valid_1's auc: 0.908798 valid_1's binary_logloss: 0.316112
[73] valid_0's auc: 0.930278 valid_0's binary_logloss: 0.285219 valid_1's auc: 0.908879 valid_1's binary_logloss: 0.316023
[74] valid_0's auc: 0.930518 valid_0's binary_logloss: 0.284797 valid_1's auc: 0.908813 valid_1's binary_logloss: 0.31607
[75] valid_0's auc: 0.930751 valid_0's binary_logloss: 0.284363 valid_1's auc: 0.908718 valid_1's binary_logloss: 0.316274
[76] valid_0's auc: 0.93103 valid_0's binary_logloss: 0.283878 valid_1's auc: 0.908689 valid_1's binary_logloss: 0.316314
[77] valid_0's auc: 0.93123 valid_0's binary_logloss: 0.283455 valid_1's auc: 0.908662 valid_1's binary_logloss: 0.316362
[78] valid_0's auc: 0.931527 valid_0's binary_logloss: 0.282977 valid_1's auc: 0.908556 valid_1's binary_logloss: 0.316511
[79] valid_0's auc: 0.931848 valid_0's binary_logloss: 0.282431 valid_1's auc: 0.908578 valid_1's binary_logloss: 0.316506
[80] valid_0's auc: 0.932055 valid_0's binary_logloss: 0.282006 valid_1's auc: 0.908483 valid_1's binary_logloss: 0.316679
[81] valid_0's auc: 0.932277 valid_0's binary_logloss: 0.281636 valid_1's auc: 0.908391 valid_1's binary_logloss: 0.316806
[82] valid_0's auc: 0.932582 valid_0's binary_logloss: 0.281116 valid_1's auc: 0.908276 valid_1's binary_logloss: 0.317011
[83] valid_0's auc: 0.932788 valid_0's binary_logloss: 0.2807 valid_1's auc: 0.908168 valid_1's binary_logloss: 0.317227
[84] valid_0's auc: 0.933006 valid_0's binary_logloss: 0.280312 valid_1's auc: 0.908055 valid_1's binary_logloss: 0.31746
[85] valid_0's auc: 0.933335 valid_0's binary_logloss: 0.279791 valid_1's auc: 0.907938 valid_1's binary_logloss: 0.317683
[86] valid_0's auc: 0.933519 valid_0's binary_logloss: 0.279419 valid_1's auc: 0.907774 valid_1's binary_logloss: 0.317973
[87] valid_0's auc: 0.933653 valid_0's binary_logloss: 0.279115 valid_1's auc: 0.907676 valid_1's binary_logloss: 0.318156
[88] valid_0's auc: 0.933892 valid_0's binary_logloss: 0.278694 valid_1's auc: 0.907636 valid_1's binary_logloss: 0.318178
[89] valid_0's auc: 0.934164 valid_0's binary_logloss: 0.278215 valid_1's auc: 0.907578 valid_1's binary_logloss: 0.318352
[90] valid_0's auc: 0.934394 valid_0's binary_logloss: 0.277807 valid_1's auc: 0.90743 valid_1's binary_logloss: 0.318558
[91] valid_0's auc: 0.934629 valid_0's binary_logloss: 0.277377 valid_1's auc: 0.907418 valid_1's binary_logloss: 0.318585
[92] valid_0's auc: 0.93478 valid_0's binary_logloss: 0.277118 valid_1's auc: 0.9074 valid_1's binary_logloss: 0.318602
[93] valid_0's auc: 0.935084 valid_0's binary_logloss: 0.27657 valid_1's auc: 0.907257 valid_1's binary_logloss: 0.31882
[94] valid_0's auc: 0.935232 valid_0's binary_logloss: 0.276271 valid_1's auc: 0.907127 valid_1's binary_logloss: 0.319063
[95] valid_0's auc: 0.93546 valid_0's binary_logloss: 0.275822 valid_1's auc: 0.907148 valid_1's binary_logloss: 0.319125
[96] valid_0's auc: 0.935715 valid_0's binary_logloss: 0.275391 valid_1's auc: 0.907175 valid_1's binary_logloss: 0.319077
[97] valid_0's auc: 0.935955 valid_0's binary_logloss: 0.274992 valid_1's auc: 0.907023 valid_1's binary_logloss: 0.319342
[98] valid_0's auc: 0.936203 valid_0's binary_logloss: 0.274573 valid_1's auc: 0.907085 valid_1's binary_logloss: 0.319289
[99] valid_0's auc: 0.936406 valid_0's binary_logloss: 0.27424 valid_1's auc: 0.907131 valid_1's binary_logloss: 0.319247
[100] valid_0's auc: 0.9366 valid_0's binary_logloss: 0.273836 valid_1's auc: 0.907095 valid_1's binary_logloss: 0.319326
[101] valid_0's auc: 0.936853 valid_0's binary_logloss: 0.273432 valid_1's auc: 0.907101 valid_1's binary_logloss: 0.319344
[102] valid_0's auc: 0.937076 valid_0's binary_logloss: 0.273057 valid_1's auc: 0.907053 valid_1's binary_logloss: 0.319395
[103] valid_0's auc: 0.937291 valid_0's binary_logloss: 0.272662 valid_1's auc: 0.907012 valid_1's binary_logloss: 0.319457
[104] valid_0's auc: 0.937458 valid_0's binary_logloss: 0.272327 valid_1's auc: 0.906917 valid_1's binary_logloss: 0.319621
[105] valid_0's auc: 0.9376 valid_0's binary_logloss: 0.272015 valid_1's auc: 0.90672 valid_1's binary_logloss: 0.319998
[106] valid_0's auc: 0.937839 valid_0's binary_logloss: 0.271611 valid_1's auc: 0.906688 valid_1's binary_logloss: 0.320012
[107] valid_0's auc: 0.938091 valid_0's binary_logloss: 0.271178 valid_1's auc: 0.906649 valid_1's binary_logloss: 0.320073
[108] valid_0's auc: 0.938233 valid_0's binary_logloss: 0.270899 valid_1's auc: 0.906552 valid_1's binary_logloss: 0.320213
[109] valid_0's auc: 0.938444 valid_0's binary_logloss: 0.270517 valid_1's auc: 0.90647 valid_1's binary_logloss: 0.320357
[110] valid_0's auc: 0.938603 valid_0's binary_logloss: 0.270203 valid_1's auc: 0.906416 valid_1's binary_logloss: 0.320516
[111] valid_0's auc: 0.938819 valid_0's binary_logloss: 0.269825 valid_1's auc: 0.90639 valid_1's binary_logloss: 0.320513
[112] valid_0's auc: 0.939049 valid_0's binary_logloss: 0.269432 valid_1's auc: 0.906417 valid_1's binary_logloss: 0.3205
[113] valid_0's auc: 0.939222 valid_0's binary_logloss: 0.269081 valid_1's auc: 0.906454 valid_1's binary_logloss: 0.320432
[114] valid_0's auc: 0.939388 valid_0's binary_logloss: 0.268763 valid_1's auc: 0.906478 valid_1's binary_logloss: 0.320436
[115] valid_0's auc: 0.939628 valid_0's binary_logloss: 0.26831 valid_1's auc: 0.906328 valid_1's binary_logloss: 0.320672
[116] valid_0's auc: 0.939739 valid_0's binary_logloss: 0.26808 valid_1's auc: 0.906273 valid_1's binary_logloss: 0.320863
[117] valid_0's auc: 0.939874 valid_0's binary_logloss: 0.267837 valid_1's auc: 0.906295 valid_1's binary_logloss: 0.320826
[118] valid_0's auc: 0.940089 valid_0's binary_logloss: 0.267441 valid_1's auc: 0.906165 valid_1's binary_logloss: 0.32111
[119] valid_0's auc: 0.940367 valid_0's binary_logloss: 0.266964 valid_1's auc: 0.906236 valid_1's binary_logloss: 0.32097
[120] valid_0's auc: 0.940587 valid_0's binary_logloss: 0.266546 valid_1's auc: 0.906223 valid_1's binary_logloss: 0.321039
[121] valid_0's auc: 0.940751 valid_0's binary_logloss: 0.266243 valid_1's auc: 0.906137 valid_1's binary_logloss: 0.321232
[122] valid_0's auc: 0.940894 valid_0's binary_logloss: 0.265945 valid_1's auc: 0.906042 valid_1's binary_logloss: 0.321446
[123] valid_0's auc: 0.941108 valid_0's binary_logloss: 0.26555 valid_1's auc: 0.905976 valid_1's binary_logloss: 0.321608
[124] valid_0's auc: 0.941217 valid_0's binary_logloss: 0.265311 valid_1's auc: 0.905893 valid_1's binary_logloss: 0.321821
[125] valid_0's auc: 0.941403 valid_0's binary_logloss: 0.264992 valid_1's auc: 0.905871 valid_1's binary_logloss: 0.321859
[126] valid_0's auc: 0.941561 valid_0's binary_logloss: 0.264697 valid_1's auc: 0.90586 valid_1's binary_logloss: 0.321893
[127] valid_0's auc: 0.941717 valid_0's binary_logloss: 0.264398 valid_1's auc: 0.905859 valid_1's binary_logloss: 0.322003
[128] valid_0's auc: 0.941904 valid_0's binary_logloss: 0.264068 valid_1's auc: 0.905784 valid_1's binary_logloss: 0.322109
[129] valid_0's auc: 0.942129 valid_0's binary_logloss: 0.263681 valid_1's auc: 0.905732 valid_1's binary_logloss: 0.322221
[130] valid_0's auc: 0.942337 valid_0's binary_logloss: 0.263332 valid_1's auc: 0.905641 valid_1's binary_logloss: 0.322397
[131] valid_0's auc: 0.94256 valid_0's binary_logloss: 0.262953 valid_1's auc: 0.905695 valid_1's binary_logloss: 0.322359
[132] valid_0's auc: 0.942752 valid_0's binary_logloss: 0.26261 valid_1's auc: 0.905733 valid_1's binary_logloss: 0.322374
[133] valid_0's auc: 0.942961 valid_0's binary_logloss: 0.262214 valid_1's auc: 0.905645 valid_1's binary_logloss: 0.322528
[134] valid_0's auc: 0.943101 valid_0's binary_logloss: 0.261927 valid_1's auc: 0.905593 valid_1's binary_logloss: 0.322696
[135] valid_0's auc: 0.943328 valid_0's binary_logloss: 0.261499 valid_1's auc: 0.905557 valid_1's binary_logloss: 0.322806
[136] valid_0's auc: 0.94353 valid_0's binary_logloss: 0.261141 valid_1's auc: 0.905584 valid_1's binary_logloss: 0.322786
[137] valid_0's auc: 0.943724 valid_0's binary_logloss: 0.260804 valid_1's auc: 0.905576 valid_1's binary_logloss: 0.322783
[138] valid_0's auc: 0.943947 valid_0's binary_logloss: 0.260408 valid_1's auc: 0.905598 valid_1's binary_logloss: 0.322802
[139] valid_0's auc: 0.944115 valid_0's binary_logloss: 0.260124 valid_1's auc: 0.90559 valid_1's binary_logloss: 0.322772
[140] valid_0's auc: 0.944293 valid_0's binary_logloss: 0.259804 valid_1's auc: 0.90557 valid_1's binary_logloss: 0.322832
[141] valid_0's auc: 0.944455 valid_0's binary_logloss: 0.259525 valid_1's auc: 0.905569 valid_1's binary_logloss: 0.322881
[142] valid_0's auc: 0.944615 valid_0's binary_logloss: 0.259194 valid_1's auc: 0.905533 valid_1's binary_logloss: 0.322929
[143] valid_0's auc: 0.944798 valid_0's binary_logloss: 0.258869 valid_1's auc: 0.905557 valid_1's binary_logloss: 0.322959
[144] valid_0's auc: 0.944968 valid_0's binary_logloss: 0.258561 valid_1's auc: 0.905552 valid_1's binary_logloss: 0.32302
[145] valid_0's auc: 0.9451 valid_0's binary_logloss: 0.258305 valid_1's auc: 0.905654 valid_1's binary_logloss: 0.322894
[146] valid_0's auc: 0.94524 valid_0's binary_logloss: 0.258043 valid_1's auc: 0.905584 valid_1's binary_logloss: 0.323021
[147] valid_0's auc: 0.945358 valid_0's binary_logloss: 0.257801 valid_1's auc: 0.9056 valid_1's binary_logloss: 0.323019
[148] valid_0's auc: 0.945461 valid_0's binary_logloss: 0.257568 valid_1's auc: 0.905551 valid_1's binary_logloss: 0.323098
[149] valid_0's auc: 0.945603 valid_0's binary_logloss: 0.257296 valid_1's auc: 0.905399 valid_1's binary_logloss: 0.323376
[150] valid_0's auc: 0.945733 valid_0's binary_logloss: 0.257051 valid_1's auc: 0.905441 valid_1's binary_logloss: 0.323361
[151] valid_0's auc: 0.945893 valid_0's binary_logloss: 0.256751 valid_1's auc: 0.905407 valid_1's binary_logloss: 0.323435
Early stopping, best iteration is:
[51] valid_0's auc: 0.923484 valid_0's binary_logloss: 0.297232 valid_1's auc: 0.9094 valid_1's binary_logloss: 0.315207
[1] valid_0's auc: 0.888249 valid_0's binary_logloss: 0.517487 valid_1's auc: 0.892473 valid_1's binary_logloss: 0.508682
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.8932 valid_0's binary_logloss: 0.488767 valid_1's auc: 0.898628 valid_1's binary_logloss: 0.47931
[3] valid_0's auc: 0.893892 valid_0's binary_logloss: 0.46573 valid_1's auc: 0.899079 valid_1's binary_logloss: 0.45581
[4] valid_0's auc: 0.895475 valid_0's binary_logloss: 0.446714 valid_1's auc: 0.900674 valid_1's binary_logloss: 0.436743
[5] valid_0's auc: 0.897074 valid_0's binary_logloss: 0.430337 valid_1's auc: 0.90173 valid_1's binary_logloss: 0.42032
[6] valid_0's auc: 0.898357 valid_0's binary_logloss: 0.416642 valid_1's auc: 0.902698 valid_1's binary_logloss: 0.406406
[7] valid_0's auc: 0.899307 valid_0's binary_logloss: 0.404911 valid_1's auc: 0.903472 valid_1's binary_logloss: 0.394687
[8] valid_0's auc: 0.900174 valid_0's binary_logloss: 0.394885 valid_1's auc: 0.904079 valid_1's binary_logloss: 0.384734
[9] valid_0's auc: 0.901445 valid_0's binary_logloss: 0.385831 valid_1's auc: 0.904686 valid_1's binary_logloss: 0.375986
[10] valid_0's auc: 0.901761 valid_0's binary_logloss: 0.378314 valid_1's auc: 0.905095 valid_1's binary_logloss: 0.368578
[11] valid_0's auc: 0.902733 valid_0's binary_logloss: 0.371404 valid_1's auc: 0.905468 valid_1's binary_logloss: 0.362191
[12] valid_0's auc: 0.903536 valid_0's binary_logloss: 0.365482 valid_1's auc: 0.9056 valid_1's binary_logloss: 0.356725
[13] valid_0's auc: 0.903939 valid_0's binary_logloss: 0.360327 valid_1's auc: 0.905926 valid_1's binary_logloss: 0.352125
[14] valid_0's auc: 0.905183 valid_0's binary_logloss: 0.355358 valid_1's auc: 0.906337 valid_1's binary_logloss: 0.347748
[15] valid_0's auc: 0.905915 valid_0's binary_logloss: 0.351013 valid_1's auc: 0.906789 valid_1's binary_logloss: 0.343933
[16] valid_0's auc: 0.906648 valid_0's binary_logloss: 0.347095 valid_1's auc: 0.907136 valid_1's binary_logloss: 0.340623
[17] valid_0's auc: 0.907042 valid_0's binary_logloss: 0.343795 valid_1's auc: 0.907146 valid_1's binary_logloss: 0.337806
[18] valid_0's auc: 0.907613 valid_0's binary_logloss: 0.340701 valid_1's auc: 0.907383 valid_1's binary_logloss: 0.335307
[19] valid_0's auc: 0.9081 valid_0's binary_logloss: 0.337909 valid_1's auc: 0.907772 valid_1's binary_logloss: 0.332832
[20] valid_0's auc: 0.908551 valid_0's binary_logloss: 0.335421 valid_1's auc: 0.907616 valid_1's binary_logloss: 0.331094
[21] valid_0's auc: 0.909266 valid_0's binary_logloss: 0.332931 valid_1's auc: 0.907861 valid_1's binary_logloss: 0.329282
[22] valid_0's auc: 0.909785 valid_0's binary_logloss: 0.330757 valid_1's auc: 0.907901 valid_1's binary_logloss: 0.327887
[23] valid_0's auc: 0.910383 valid_0's binary_logloss: 0.328569 valid_1's auc: 0.908097 valid_1's binary_logloss: 0.326331
[24] valid_0's auc: 0.910975 valid_0's binary_logloss: 0.326595 valid_1's auc: 0.908336 valid_1's binary_logloss: 0.325034
[25] valid_0's auc: 0.911519 valid_0's binary_logloss: 0.324821 valid_1's auc: 0.908426 valid_1's binary_logloss: 0.323904
[26] valid_0's auc: 0.912141 valid_0's binary_logloss: 0.323045 valid_1's auc: 0.908767 valid_1's binary_logloss: 0.322654
[27] valid_0's auc: 0.912654 valid_0's binary_logloss: 0.321415 valid_1's auc: 0.908843 valid_1's binary_logloss: 0.321844
[28] valid_0's auc: 0.913134 valid_0's binary_logloss: 0.319969 valid_1's auc: 0.908835 valid_1's binary_logloss: 0.321096
[29] valid_0's auc: 0.913783 valid_0's binary_logloss: 0.318373 valid_1's auc: 0.908936 valid_1's binary_logloss: 0.320357
[30] valid_0's auc: 0.914217 valid_0's binary_logloss: 0.317083 valid_1's auc: 0.909009 valid_1's binary_logloss: 0.319712
[31] valid_0's auc: 0.914768 valid_0's binary_logloss: 0.315701 valid_1's auc: 0.909175 valid_1's binary_logloss: 0.319049
[32] valid_0's auc: 0.915208 valid_0's binary_logloss: 0.314525 valid_1's auc: 0.909146 valid_1's binary_logloss: 0.318692
[33] valid_0's auc: 0.915691 valid_0's binary_logloss: 0.313365 valid_1's auc: 0.909114 valid_1's binary_logloss: 0.318322
[34] valid_0's auc: 0.916047 valid_0's binary_logloss: 0.312374 valid_1's auc: 0.909152 valid_1's binary_logloss: 0.317849
[35] valid_0's auc: 0.916531 valid_0's binary_logloss: 0.311286 valid_1's auc: 0.90923 valid_1's binary_logloss: 0.317481
[36] valid_0's auc: 0.916932 valid_0's binary_logloss: 0.310326 valid_1's auc: 0.909362 valid_1's binary_logloss: 0.317036
[37] valid_0's auc: 0.917311 valid_0's binary_logloss: 0.309497 valid_1's auc: 0.909237 valid_1's binary_logloss: 0.316952
[38] valid_0's auc: 0.917746 valid_0's binary_logloss: 0.308587 valid_1's auc: 0.909238 valid_1's binary_logloss: 0.31681
[39] valid_0's auc: 0.918108 valid_0's binary_logloss: 0.307735 valid_1's auc: 0.909209 valid_1's binary_logloss: 0.316662
[40] valid_0's auc: 0.918504 valid_0's binary_logloss: 0.30687 valid_1's auc: 0.909265 valid_1's binary_logloss: 0.316355
[41] valid_0's auc: 0.918913 valid_0's binary_logloss: 0.306026 valid_1's auc: 0.909404 valid_1's binary_logloss: 0.316055
[42] valid_0's auc: 0.919225 valid_0's binary_logloss: 0.305318 valid_1's auc: 0.909454 valid_1's binary_logloss: 0.315766
[43] valid_0's auc: 0.919511 valid_0's binary_logloss: 0.304647 valid_1's auc: 0.909463 valid_1's binary_logloss: 0.315646
[44] valid_0's auc: 0.919871 valid_0's binary_logloss: 0.303869 valid_1's auc: 0.909406 valid_1's binary_logloss: 0.315599
[45] valid_0's auc: 0.920215 valid_0's binary_logloss: 0.303093 valid_1's auc: 0.909332 valid_1's binary_logloss: 0.315542
[46] valid_0's auc: 0.920636 valid_0's binary_logloss: 0.302305 valid_1's auc: 0.909375 valid_1's binary_logloss: 0.315391
[47] valid_0's auc: 0.921014 valid_0's binary_logloss: 0.301572 valid_1's auc: 0.909461 valid_1's binary_logloss: 0.31518
[48] valid_0's auc: 0.921374 valid_0's binary_logloss: 0.300887 valid_1's auc: 0.909576 valid_1's binary_logloss: 0.31499
[49] valid_0's auc: 0.921675 valid_0's binary_logloss: 0.300282 valid_1's auc: 0.909713 valid_1's binary_logloss: 0.314676
[50] valid_0's auc: 0.922088 valid_0's binary_logloss: 0.299604 valid_1's auc: 0.909627 valid_1's binary_logloss: 0.314743
[51] valid_0's auc: 0.922463 valid_0's binary_logloss: 0.298954 valid_1's auc: 0.90961 valid_1's binary_logloss: 0.314746
[52] valid_0's auc: 0.922724 valid_0's binary_logloss: 0.298433 valid_1's auc: 0.909568 valid_1's binary_logloss: 0.314726
[53] valid_0's auc: 0.923039 valid_0's binary_logloss: 0.2978 valid_1's auc: 0.909624 valid_1's binary_logloss: 0.314541
[54] valid_0's auc: 0.923312 valid_0's binary_logloss: 0.297236 valid_1's auc: 0.909536 valid_1's binary_logloss: 0.314566
[55] valid_0's auc: 0.923702 valid_0's binary_logloss: 0.296604 valid_1's auc: 0.90956 valid_1's binary_logloss: 0.3145
[56] valid_0's auc: 0.924015 valid_0's binary_logloss: 0.29603 valid_1's auc: 0.909508 valid_1's binary_logloss: 0.314549
[57] valid_0's auc: 0.924248 valid_0's binary_logloss: 0.295612 valid_1's auc: 0.909419 valid_1's binary_logloss: 0.314627
[58] valid_0's auc: 0.924539 valid_0's binary_logloss: 0.295069 valid_1's auc: 0.909256 valid_1's binary_logloss: 0.314842
[59] valid_0's auc: 0.9249 valid_0's binary_logloss: 0.294407 valid_1's auc: 0.909087 valid_1's binary_logloss: 0.315108
[60] valid_0's auc: 0.925204 valid_0's binary_logloss: 0.293899 valid_1's auc: 0.908966 valid_1's binary_logloss: 0.315257
[61] valid_0's auc: 0.925557 valid_0's binary_logloss: 0.293315 valid_1's auc: 0.908992 valid_1's binary_logloss: 0.315222
[62] valid_0's auc: 0.925914 valid_0's binary_logloss: 0.292743 valid_1's auc: 0.908827 valid_1's binary_logloss: 0.315425
[63] valid_0's auc: 0.926273 valid_0's binary_logloss: 0.292108 valid_1's auc: 0.908847 valid_1's binary_logloss: 0.315355
[64] valid_0's auc: 0.926577 valid_0's binary_logloss: 0.29156 valid_1's auc: 0.908805 valid_1's binary_logloss: 0.315387
[65] valid_0's auc: 0.92686 valid_0's binary_logloss: 0.291077 valid_1's auc: 0.908848 valid_1's binary_logloss: 0.315337
[66] valid_0's auc: 0.927178 valid_0's binary_logloss: 0.290535 valid_1's auc: 0.908839 valid_1's binary_logloss: 0.315405
[67] valid_0's auc: 0.927402 valid_0's binary_logloss: 0.290102 valid_1's auc: 0.908924 valid_1's binary_logloss: 0.315265
[68] valid_0's auc: 0.927704 valid_0's binary_logloss: 0.289578 valid_1's auc: 0.908815 valid_1's binary_logloss: 0.315435
[69] valid_0's auc: 0.927945 valid_0's binary_logloss: 0.289142 valid_1's auc: 0.908698 valid_1's binary_logloss: 0.315628
[70] valid_0's auc: 0.928201 valid_0's binary_logloss: 0.288689 valid_1's auc: 0.908601 valid_1's binary_logloss: 0.315722
[71] valid_0's auc: 0.928469 valid_0's binary_logloss: 0.288194 valid_1's auc: 0.908536 valid_1's binary_logloss: 0.315815
[72] valid_0's auc: 0.928753 valid_0's binary_logloss: 0.287728 valid_1's auc: 0.908512 valid_1's binary_logloss: 0.315861
[73] valid_0's auc: 0.928968 valid_0's binary_logloss: 0.287353 valid_1's auc: 0.908454 valid_1's binary_logloss: 0.315948
[74] valid_0's auc: 0.929261 valid_0's binary_logloss: 0.286877 valid_1's auc: 0.908341 valid_1's binary_logloss: 0.316054
[75] valid_0's auc: 0.929478 valid_0's binary_logloss: 0.28648 valid_1's auc: 0.908271 valid_1's binary_logloss: 0.31615
[76] valid_0's auc: 0.929763 valid_0's binary_logloss: 0.286003 valid_1's auc: 0.908261 valid_1's binary_logloss: 0.316199
[77] valid_0's auc: 0.93001 valid_0's binary_logloss: 0.285585 valid_1's auc: 0.908186 valid_1's binary_logloss: 0.316322
[78] valid_0's auc: 0.930324 valid_0's binary_logloss: 0.284986 valid_1's auc: 0.908011 valid_1's binary_logloss: 0.316583
[79] valid_0's auc: 0.930566 valid_0's binary_logloss: 0.284558 valid_1's auc: 0.908012 valid_1's binary_logloss: 0.316613
[80] valid_0's auc: 0.930865 valid_0's binary_logloss: 0.284025 valid_1's auc: 0.908059 valid_1's binary_logloss: 0.316538
[81] valid_0's auc: 0.931077 valid_0's binary_logloss: 0.283626 valid_1's auc: 0.908084 valid_1's binary_logloss: 0.316525
[82] valid_0's auc: 0.93139 valid_0's binary_logloss: 0.283085 valid_1's auc: 0.908009 valid_1's binary_logloss: 0.316653
[83] valid_0's auc: 0.931652 valid_0's binary_logloss: 0.282661 valid_1's auc: 0.907995 valid_1's binary_logloss: 0.316681
[84] valid_0's auc: 0.931934 valid_0's binary_logloss: 0.282182 valid_1's auc: 0.907998 valid_1's binary_logloss: 0.316722
[85] valid_0's auc: 0.932186 valid_0's binary_logloss: 0.281767 valid_1's auc: 0.907948 valid_1's binary_logloss: 0.316798
[86] valid_0's auc: 0.932442 valid_0's binary_logloss: 0.281326 valid_1's auc: 0.907926 valid_1's binary_logloss: 0.316882
[87] valid_0's auc: 0.932631 valid_0's binary_logloss: 0.280966 valid_1's auc: 0.907888 valid_1's binary_logloss: 0.316957
[88] valid_0's auc: 0.93282 valid_0's binary_logloss: 0.280629 valid_1's auc: 0.907909 valid_1's binary_logloss: 0.316945
[89] valid_0's auc: 0.933104 valid_0's binary_logloss: 0.280152 valid_1's auc: 0.907887 valid_1's binary_logloss: 0.31701
[90] valid_0's auc: 0.93336 valid_0's binary_logloss: 0.279675 valid_1's auc: 0.907683 valid_1's binary_logloss: 0.31735
[91] valid_0's auc: 0.93356 valid_0's binary_logloss: 0.279337 valid_1's auc: 0.907747 valid_1's binary_logloss: 0.317254
[92] valid_0's auc: 0.933782 valid_0's binary_logloss: 0.278958 valid_1's auc: 0.907664 valid_1's binary_logloss: 0.317437
[93] valid_0's auc: 0.934021 valid_0's binary_logloss: 0.278582 valid_1's auc: 0.907579 valid_1's binary_logloss: 0.317572
[94] valid_0's auc: 0.934212 valid_0's binary_logloss: 0.278248 valid_1's auc: 0.907515 valid_1's binary_logloss: 0.317668
[95] valid_0's auc: 0.934444 valid_0's binary_logloss: 0.27786 valid_1's auc: 0.907487 valid_1's binary_logloss: 0.317755
[96] valid_0's auc: 0.934636 valid_0's binary_logloss: 0.277537 valid_1's auc: 0.907453 valid_1's binary_logloss: 0.317832
[97] valid_0's auc: 0.934823 valid_0's binary_logloss: 0.277222 valid_1's auc: 0.907458 valid_1's binary_logloss: 0.317821
[98] valid_0's auc: 0.935064 valid_0's binary_logloss: 0.276787 valid_1's auc: 0.907402 valid_1's binary_logloss: 0.317956
[99] valid_0's auc: 0.935276 valid_0's binary_logloss: 0.276432 valid_1's auc: 0.907501 valid_1's binary_logloss: 0.317839
[100] valid_0's auc: 0.935425 valid_0's binary_logloss: 0.276143 valid_1's auc: 0.90747 valid_1's binary_logloss: 0.317915
[101] valid_0's auc: 0.935644 valid_0's binary_logloss: 0.275714 valid_1's auc: 0.907447 valid_1's binary_logloss: 0.317948
[102] valid_0's auc: 0.935851 valid_0's binary_logloss: 0.275366 valid_1's auc: 0.907465 valid_1's binary_logloss: 0.317915
[103] valid_0's auc: 0.936053 valid_0's binary_logloss: 0.275008 valid_1's auc: 0.90744 valid_1's binary_logloss: 0.317973
[104] valid_0's auc: 0.936313 valid_0's binary_logloss: 0.274583 valid_1's auc: 0.907374 valid_1's binary_logloss: 0.318049
[105] valid_0's auc: 0.936509 valid_0's binary_logloss: 0.274243 valid_1's auc: 0.907359 valid_1's binary_logloss: 0.318051
[106] valid_0's auc: 0.936716 valid_0's binary_logloss: 0.273881 valid_1's auc: 0.907379 valid_1's binary_logloss: 0.318062
[107] valid_0's auc: 0.936891 valid_0's binary_logloss: 0.273579 valid_1's auc: 0.907397 valid_1's binary_logloss: 0.318025
[108] valid_0's auc: 0.937127 valid_0's binary_logloss: 0.273147 valid_1's auc: 0.907435 valid_1's binary_logloss: 0.318015
[109] valid_0's auc: 0.937406 valid_0's binary_logloss: 0.272674 valid_1's auc: 0.90745 valid_1's binary_logloss: 0.318016
[110] valid_0's auc: 0.937577 valid_0's binary_logloss: 0.272386 valid_1's auc: 0.907433 valid_1's binary_logloss: 0.318049
[111] valid_0's auc: 0.937795 valid_0's binary_logloss: 0.272011 valid_1's auc: 0.907365 valid_1's binary_logloss: 0.318174
[112] valid_0's auc: 0.937922 valid_0's binary_logloss: 0.271759 valid_1's auc: 0.907379 valid_1's binary_logloss: 0.318238
[113] valid_0's auc: 0.938076 valid_0's binary_logloss: 0.271455 valid_1's auc: 0.907386 valid_1's binary_logloss: 0.318249
[114] valid_0's auc: 0.938275 valid_0's binary_logloss: 0.271114 valid_1's auc: 0.907382 valid_1's binary_logloss: 0.318283
[115] valid_0's auc: 0.938412 valid_0's binary_logloss: 0.270862 valid_1's auc: 0.907305 valid_1's binary_logloss: 0.31843
[116] valid_0's auc: 0.938632 valid_0's binary_logloss: 0.270469 valid_1's auc: 0.90724 valid_1's binary_logloss: 0.318564
[117] valid_0's auc: 0.938786 valid_0's binary_logloss: 0.270171 valid_1's auc: 0.907203 valid_1's binary_logloss: 0.318655
[118] valid_0's auc: 0.939012 valid_0's binary_logloss: 0.269741 valid_1's auc: 0.907044 valid_1's binary_logloss: 0.318886
[119] valid_0's auc: 0.939209 valid_0's binary_logloss: 0.269365 valid_1's auc: 0.90705 valid_1's binary_logloss: 0.318959
[120] valid_0's auc: 0.93942 valid_0's binary_logloss: 0.268992 valid_1's auc: 0.907004 valid_1's binary_logloss: 0.319076
[121] valid_0's auc: 0.939536 valid_0's binary_logloss: 0.268791 valid_1's auc: 0.906981 valid_1's binary_logloss: 0.319086
[122] valid_0's auc: 0.939826 valid_0's binary_logloss: 0.268325 valid_1's auc: 0.906932 valid_1's binary_logloss: 0.319206
[123] valid_0's auc: 0.940043 valid_0's binary_logloss: 0.267903 valid_1's auc: 0.906868 valid_1's binary_logloss: 0.319365
[124] valid_0's auc: 0.940161 valid_0's binary_logloss: 0.267668 valid_1's auc: 0.906812 valid_1's binary_logloss: 0.319495
[125] valid_0's auc: 0.940282 valid_0's binary_logloss: 0.267431 valid_1's auc: 0.90667 valid_1's binary_logloss: 0.319727
[126] valid_0's auc: 0.940576 valid_0's binary_logloss: 0.266942 valid_1's auc: 0.906569 valid_1's binary_logloss: 0.319905
[127] valid_0's auc: 0.940732 valid_0's binary_logloss: 0.266683 valid_1's auc: 0.906588 valid_1's binary_logloss: 0.319875
[128] valid_0's auc: 0.940842 valid_0's binary_logloss: 0.266468 valid_1's auc: 0.906595 valid_1's binary_logloss: 0.319894
[129] valid_0's auc: 0.941003 valid_0's binary_logloss: 0.266163 valid_1's auc: 0.906545 valid_1's binary_logloss: 0.320003
[130] valid_0's auc: 0.94109 valid_0's binary_logloss: 0.265972 valid_1's auc: 0.906569 valid_1's binary_logloss: 0.319999
[131] valid_0's auc: 0.941191 valid_0's binary_logloss: 0.26577 valid_1's auc: 0.90649 valid_1's binary_logloss: 0.320172
[132] valid_0's auc: 0.941419 valid_0's binary_logloss: 0.265374 valid_1's auc: 0.906375 valid_1's binary_logloss: 0.320401
[133] valid_0's auc: 0.941617 valid_0's binary_logloss: 0.265022 valid_1's auc: 0.9062 valid_1's binary_logloss: 0.320689
[134] valid_0's auc: 0.941752 valid_0's binary_logloss: 0.264787 valid_1's auc: 0.906187 valid_1's binary_logloss: 0.320727
[135] valid_0's auc: 0.941954 valid_0's binary_logloss: 0.264419 valid_1's auc: 0.90611 valid_1's binary_logloss: 0.320908
[136] valid_0's auc: 0.942126 valid_0's binary_logloss: 0.26411 valid_1's auc: 0.906023 valid_1's binary_logloss: 0.321062
[137] valid_0's auc: 0.942355 valid_0's binary_logloss: 0.263696 valid_1's auc: 0.906081 valid_1's binary_logloss: 0.320968
[138] valid_0's auc: 0.942582 valid_0's binary_logloss: 0.263291 valid_1's auc: 0.90603 valid_1's binary_logloss: 0.321118
[139] valid_0's auc: 0.942756 valid_0's binary_logloss: 0.262965 valid_1's auc: 0.906009 valid_1's binary_logloss: 0.321225
[140] valid_0's auc: 0.942866 valid_0's binary_logloss: 0.262712 valid_1's auc: 0.905917 valid_1's binary_logloss: 0.321456
[141] valid_0's auc: 0.943043 valid_0's binary_logloss: 0.262361 valid_1's auc: 0.905968 valid_1's binary_logloss: 0.321378
[142] valid_0's auc: 0.943243 valid_0's binary_logloss: 0.262006 valid_1's auc: 0.905863 valid_1's binary_logloss: 0.321487
[143] valid_0's auc: 0.943439 valid_0's binary_logloss: 0.261645 valid_1's auc: 0.905849 valid_1's binary_logloss: 0.321548
[144] valid_0's auc: 0.94357 valid_0's binary_logloss: 0.261404 valid_1's auc: 0.905788 valid_1's binary_logloss: 0.32168
[145] valid_0's auc: 0.943704 valid_0's binary_logloss: 0.261131 valid_1's auc: 0.905757 valid_1's binary_logloss: 0.32177
[146] valid_0's auc: 0.94389 valid_0's binary_logloss: 0.26079 valid_1's auc: 0.905746 valid_1's binary_logloss: 0.321802
[147] valid_0's auc: 0.944025 valid_0's binary_logloss: 0.260532 valid_1's auc: 0.905625 valid_1's binary_logloss: 0.322039
[148] valid_0's auc: 0.944146 valid_0's binary_logloss: 0.260281 valid_1's auc: 0.905558 valid_1's binary_logloss: 0.322194
[149] valid_0's auc: 0.944251 valid_0's binary_logloss: 0.260031 valid_1's auc: 0.905528 valid_1's binary_logloss: 0.322313
Early stopping, best iteration is:
[49] valid_0's auc: 0.921675 valid_0's binary_logloss: 0.300282 valid_1's auc: 0.909713 valid_1's binary_logloss: 0.314676
[1] valid_0's auc: 0.888033 valid_0's binary_logloss: 0.517843 valid_1's auc: 0.894415 valid_1's binary_logloss: 0.508761
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891314 valid_0's binary_logloss: 0.489285 valid_1's auc: 0.895027 valid_1's binary_logloss: 0.479894
[3] valid_0's auc: 0.894088 valid_0's binary_logloss: 0.465958 valid_1's auc: 0.896489 valid_1's binary_logloss: 0.456524
[4] valid_0's auc: 0.89488 valid_0's binary_logloss: 0.446911 valid_1's auc: 0.898262 valid_1's binary_logloss: 0.43713
[5] valid_0's auc: 0.896689 valid_0's binary_logloss: 0.430552 valid_1's auc: 0.899869 valid_1's binary_logloss: 0.420594
[6] valid_0's auc: 0.898013 valid_0's binary_logloss: 0.416849 valid_1's auc: 0.901707 valid_1's binary_logloss: 0.406699
[7] valid_0's auc: 0.898754 valid_0's binary_logloss: 0.405125 valid_1's auc: 0.90195 valid_1's binary_logloss: 0.395204
[8] valid_0's auc: 0.899284 valid_0's binary_logloss: 0.395187 valid_1's auc: 0.903018 valid_1's binary_logloss: 0.385059
[9] valid_0's auc: 0.90024 valid_0's binary_logloss: 0.386298 valid_1's auc: 0.903497 valid_1's binary_logloss: 0.376501
[10] valid_0's auc: 0.900834 valid_0's binary_logloss: 0.378777 valid_1's auc: 0.903423 valid_1's binary_logloss: 0.369439
[11] valid_0's auc: 0.901409 valid_0's binary_logloss: 0.372036 valid_1's auc: 0.903966 valid_1's binary_logloss: 0.362807
[12] valid_0's auc: 0.902026 valid_0's binary_logloss: 0.366154 valid_1's auc: 0.904417 valid_1's binary_logloss: 0.357196
[13] valid_0's auc: 0.903075 valid_0's binary_logloss: 0.360671 valid_1's auc: 0.905081 valid_1's binary_logloss: 0.352152
[14] valid_0's auc: 0.904113 valid_0's binary_logloss: 0.355876 valid_1's auc: 0.905772 valid_1's binary_logloss: 0.347773
[15] valid_0's auc: 0.904685 valid_0's binary_logloss: 0.351691 valid_1's auc: 0.905867 valid_1's binary_logloss: 0.344181
[16] valid_0's auc: 0.905378 valid_0's binary_logloss: 0.34781 valid_1's auc: 0.906444 valid_1's binary_logloss: 0.340635
[17] valid_0's auc: 0.905952 valid_0's binary_logloss: 0.344376 valid_1's auc: 0.906508 valid_1's binary_logloss: 0.337845
[18] valid_0's auc: 0.906788 valid_0's binary_logloss: 0.341233 valid_1's auc: 0.906935 valid_1's binary_logloss: 0.335275
[19] valid_0's auc: 0.907429 valid_0's binary_logloss: 0.33838 valid_1's auc: 0.906997 valid_1's binary_logloss: 0.333194
[20] valid_0's auc: 0.908014 valid_0's binary_logloss: 0.33582 valid_1's auc: 0.907552 valid_1's binary_logloss: 0.330977
[21] valid_0's auc: 0.908813 valid_0's binary_logloss: 0.333265 valid_1's auc: 0.907487 valid_1's binary_logloss: 0.329429
[22] valid_0's auc: 0.909387 valid_0's binary_logloss: 0.331028 valid_1's auc: 0.907688 valid_1's binary_logloss: 0.327796
[23] valid_0's auc: 0.910076 valid_0's binary_logloss: 0.328812 valid_1's auc: 0.907986 valid_1's binary_logloss: 0.326067
[24] valid_0's auc: 0.91072 valid_0's binary_logloss: 0.326703 valid_1's auc: 0.90799 valid_1's binary_logloss: 0.324865
[25] valid_0's auc: 0.911306 valid_0's binary_logloss: 0.324845 valid_1's auc: 0.908288 valid_1's binary_logloss: 0.32359
[26] valid_0's auc: 0.911952 valid_0's binary_logloss: 0.323026 valid_1's auc: 0.908484 valid_1's binary_logloss: 0.322428
[27] valid_0's auc: 0.912603 valid_0's binary_logloss: 0.321361 valid_1's auc: 0.908713 valid_1's binary_logloss: 0.321371
[28] valid_0's auc: 0.913075 valid_0's binary_logloss: 0.319884 valid_1's auc: 0.9088 valid_1's binary_logloss: 0.320513
[29] valid_0's auc: 0.913574 valid_0's binary_logloss: 0.318534 valid_1's auc: 0.908848 valid_1's binary_logloss: 0.319844
[30] valid_0's auc: 0.914068 valid_0's binary_logloss: 0.317246 valid_1's auc: 0.90885 valid_1's binary_logloss: 0.319283
[31] valid_0's auc: 0.914558 valid_0's binary_logloss: 0.315953 valid_1's auc: 0.908851 valid_1's binary_logloss: 0.31876
[32] valid_0's auc: 0.915051 valid_0's binary_logloss: 0.314752 valid_1's auc: 0.908787 valid_1's binary_logloss: 0.318444
[33] valid_0's auc: 0.915516 valid_0's binary_logloss: 0.313565 valid_1's auc: 0.908979 valid_1's binary_logloss: 0.317865
[34] valid_0's auc: 0.915933 valid_0's binary_logloss: 0.312468 valid_1's auc: 0.909156 valid_1's binary_logloss: 0.317224
[35] valid_0's auc: 0.9164 valid_0's binary_logloss: 0.311405 valid_1's auc: 0.909273 valid_1's binary_logloss: 0.316712
[36] valid_0's auc: 0.916866 valid_0's binary_logloss: 0.310416 valid_1's auc: 0.909376 valid_1's binary_logloss: 0.31645
[37] valid_0's auc: 0.917376 valid_0's binary_logloss: 0.309342 valid_1's auc: 0.90948 valid_1's binary_logloss: 0.316021
[38] valid_0's auc: 0.917736 valid_0's binary_logloss: 0.308518 valid_1's auc: 0.909562 valid_1's binary_logloss: 0.315703
[39] valid_0's auc: 0.918141 valid_0's binary_logloss: 0.30761 valid_1's auc: 0.909584 valid_1's binary_logloss: 0.315473
[40] valid_0's auc: 0.918511 valid_0's binary_logloss: 0.306774 valid_1's auc: 0.909581 valid_1's binary_logloss: 0.315304
[41] valid_0's auc: 0.918862 valid_0's binary_logloss: 0.305981 valid_1's auc: 0.909711 valid_1's binary_logloss: 0.314919
[42] valid_0's auc: 0.919237 valid_0's binary_logloss: 0.305176 valid_1's auc: 0.909696 valid_1's binary_logloss: 0.314794
[43] valid_0's auc: 0.919649 valid_0's binary_logloss: 0.304385 valid_1's auc: 0.909872 valid_1's binary_logloss: 0.314427
[44] valid_0's auc: 0.92006 valid_0's binary_logloss: 0.303621 valid_1's auc: 0.909908 valid_1's binary_logloss: 0.314309
[45] valid_0's auc: 0.920424 valid_0's binary_logloss: 0.302856 valid_1's auc: 0.90984 valid_1's binary_logloss: 0.314228
[46] valid_0's auc: 0.92078 valid_0's binary_logloss: 0.302162 valid_1's auc: 0.909869 valid_1's binary_logloss: 0.314149
[47] valid_0's auc: 0.921103 valid_0's binary_logloss: 0.301468 valid_1's auc: 0.909695 valid_1's binary_logloss: 0.31432
[48] valid_0's auc: 0.921407 valid_0's binary_logloss: 0.300835 valid_1's auc: 0.909703 valid_1's binary_logloss: 0.314221
[49] valid_0's auc: 0.921742 valid_0's binary_logloss: 0.300203 valid_1's auc: 0.909684 valid_1's binary_logloss: 0.314222
[50] valid_0's auc: 0.922068 valid_0's binary_logloss: 0.299605 valid_1's auc: 0.909722 valid_1's binary_logloss: 0.314049
[51] valid_0's auc: 0.92241 valid_0's binary_logloss: 0.299013 valid_1's auc: 0.90956 valid_1's binary_logloss: 0.314204
[52] valid_0's auc: 0.922698 valid_0's binary_logloss: 0.298393 valid_1's auc: 0.909461 valid_1's binary_logloss: 0.31423
[53] valid_0's auc: 0.922979 valid_0's binary_logloss: 0.297847 valid_1's auc: 0.909309 valid_1's binary_logloss: 0.314386
[54] valid_0's auc: 0.923202 valid_0's binary_logloss: 0.297397 valid_1's auc: 0.909122 valid_1's binary_logloss: 0.314568
[55] valid_0's auc: 0.923501 valid_0's binary_logloss: 0.296789 valid_1's auc: 0.909027 valid_1's binary_logloss: 0.31469
[56] valid_0's auc: 0.923814 valid_0's binary_logloss: 0.296245 valid_1's auc: 0.909013 valid_1's binary_logloss: 0.314751
[57] valid_0's auc: 0.924188 valid_0's binary_logloss: 0.295611 valid_1's auc: 0.909022 valid_1's binary_logloss: 0.314752
[58] valid_0's auc: 0.924446 valid_0's binary_logloss: 0.295122 valid_1's auc: 0.908888 valid_1's binary_logloss: 0.314958
[59] valid_0's auc: 0.924765 valid_0's binary_logloss: 0.294524 valid_1's auc: 0.908787 valid_1's binary_logloss: 0.315081
[60] valid_0's auc: 0.925074 valid_0's binary_logloss: 0.293961 valid_1's auc: 0.908717 valid_1's binary_logloss: 0.315153
[61] valid_0's auc: 0.925376 valid_0's binary_logloss: 0.293458 valid_1's auc: 0.908761 valid_1's binary_logloss: 0.315089
[62] valid_0's auc: 0.925659 valid_0's binary_logloss: 0.292935 valid_1's auc: 0.908605 valid_1's binary_logloss: 0.315292
[63] valid_0's auc: 0.92594 valid_0's binary_logloss: 0.292443 valid_1's auc: 0.908547 valid_1's binary_logloss: 0.315389
[64] valid_0's auc: 0.926168 valid_0's binary_logloss: 0.292072 valid_1's auc: 0.908463 valid_1's binary_logloss: 0.315507
[65] valid_0's auc: 0.926447 valid_0's binary_logloss: 0.291576 valid_1's auc: 0.908295 valid_1's binary_logloss: 0.3158
[66] valid_0's auc: 0.926655 valid_0's binary_logloss: 0.291194 valid_1's auc: 0.908308 valid_1's binary_logloss: 0.315757
[67] valid_0's auc: 0.926891 valid_0's binary_logloss: 0.290776 valid_1's auc: 0.908336 valid_1's binary_logloss: 0.315707
[68] valid_0's auc: 0.927161 valid_0's binary_logloss: 0.290318 valid_1's auc: 0.90834 valid_1's binary_logloss: 0.315735
[69] valid_0's auc: 0.927406 valid_0's binary_logloss: 0.289888 valid_1's auc: 0.908262 valid_1's binary_logloss: 0.315815
[70] valid_0's auc: 0.927699 valid_0's binary_logloss: 0.289355 valid_1's auc: 0.908193 valid_1's binary_logloss: 0.315914
[71] valid_0's auc: 0.927929 valid_0's binary_logloss: 0.288973 valid_1's auc: 0.90812 valid_1's binary_logloss: 0.316051
[72] valid_0's auc: 0.928152 valid_0's binary_logloss: 0.288574 valid_1's auc: 0.908114 valid_1's binary_logloss: 0.31603
[73] valid_0's auc: 0.928397 valid_0's binary_logloss: 0.288138 valid_1's auc: 0.908018 valid_1's binary_logloss: 0.316201
[74] valid_0's auc: 0.928656 valid_0's binary_logloss: 0.287708 valid_1's auc: 0.907951 valid_1's binary_logloss: 0.316333
[75] valid_0's auc: 0.929009 valid_0's binary_logloss: 0.287071 valid_1's auc: 0.907949 valid_1's binary_logloss: 0.316399
[76] valid_0's auc: 0.929218 valid_0's binary_logloss: 0.286708 valid_1's auc: 0.907982 valid_1's binary_logloss: 0.316422
[77] valid_0's auc: 0.929509 valid_0's binary_logloss: 0.286212 valid_1's auc: 0.907871 valid_1's binary_logloss: 0.316624
[78] valid_0's auc: 0.929697 valid_0's binary_logloss: 0.285859 valid_1's auc: 0.907794 valid_1's binary_logloss: 0.316737
[79] valid_0's auc: 0.929912 valid_0's binary_logloss: 0.285493 valid_1's auc: 0.907642 valid_1's binary_logloss: 0.317008
[80] valid_0's auc: 0.930135 valid_0's binary_logloss: 0.285137 valid_1's auc: 0.907484 valid_1's binary_logloss: 0.317235
[81] valid_0's auc: 0.930342 valid_0's binary_logloss: 0.284743 valid_1's auc: 0.907501 valid_1's binary_logloss: 0.317238
[82] valid_0's auc: 0.930568 valid_0's binary_logloss: 0.284323 valid_1's auc: 0.907496 valid_1's binary_logloss: 0.317282
[83] valid_0's auc: 0.930786 valid_0's binary_logloss: 0.283952 valid_1's auc: 0.907493 valid_1's binary_logloss: 0.317267
[84] valid_0's auc: 0.931222 valid_0's binary_logloss: 0.283239 valid_1's auc: 0.907379 valid_1's binary_logloss: 0.317404
[85] valid_0's auc: 0.931417 valid_0's binary_logloss: 0.282891 valid_1's auc: 0.907367 valid_1's binary_logloss: 0.317416
[86] valid_0's auc: 0.931632 valid_0's binary_logloss: 0.282534 valid_1's auc: 0.907333 valid_1's binary_logloss: 0.317515
[87] valid_0's auc: 0.931843 valid_0's binary_logloss: 0.282189 valid_1's auc: 0.907222 valid_1's binary_logloss: 0.317719
[88] valid_0's auc: 0.932074 valid_0's binary_logloss: 0.281805 valid_1's auc: 0.907161 valid_1's binary_logloss: 0.317841
[89] valid_0's auc: 0.932304 valid_0's binary_logloss: 0.281428 valid_1's auc: 0.907186 valid_1's binary_logloss: 0.317801
[90] valid_0's auc: 0.932562 valid_0's binary_logloss: 0.280979 valid_1's auc: 0.907064 valid_1's binary_logloss: 0.317998
[91] valid_0's auc: 0.932774 valid_0's binary_logloss: 0.280626 valid_1's auc: 0.907028 valid_1's binary_logloss: 0.318076
[92] valid_0's auc: 0.933082 valid_0's binary_logloss: 0.280148 valid_1's auc: 0.906985 valid_1's binary_logloss: 0.318142
[93] valid_0's auc: 0.933281 valid_0's binary_logloss: 0.279776 valid_1's auc: 0.906888 valid_1's binary_logloss: 0.318293
[94] valid_0's auc: 0.933525 valid_0's binary_logloss: 0.279344 valid_1's auc: 0.906808 valid_1's binary_logloss: 0.318441
[95] valid_0's auc: 0.933784 valid_0's binary_logloss: 0.278871 valid_1's auc: 0.906835 valid_1's binary_logloss: 0.318425
[96] valid_0's auc: 0.934022 valid_0's binary_logloss: 0.278469 valid_1's auc: 0.906717 valid_1's binary_logloss: 0.318635
[97] valid_0's auc: 0.934263 valid_0's binary_logloss: 0.278055 valid_1's auc: 0.9068 valid_1's binary_logloss: 0.318543
[98] valid_0's auc: 0.934457 valid_0's binary_logloss: 0.277703 valid_1's auc: 0.906762 valid_1's binary_logloss: 0.318644
[99] valid_0's auc: 0.934655 valid_0's binary_logloss: 0.277349 valid_1's auc: 0.906682 valid_1's binary_logloss: 0.318755
[100] valid_0's auc: 0.934872 valid_0's binary_logloss: 0.277017 valid_1's auc: 0.906666 valid_1's binary_logloss: 0.31879
[101] valid_0's auc: 0.935102 valid_0's binary_logloss: 0.276596 valid_1's auc: 0.90661 valid_1's binary_logloss: 0.31892
[102] valid_0's auc: 0.935303 valid_0's binary_logloss: 0.276263 valid_1's auc: 0.906577 valid_1's binary_logloss: 0.31893
[103] valid_0's auc: 0.935513 valid_0's binary_logloss: 0.275929 valid_1's auc: 0.906651 valid_1's binary_logloss: 0.318777
[104] valid_0's auc: 0.935808 valid_0's binary_logloss: 0.275425 valid_1's auc: 0.906557 valid_1's binary_logloss: 0.318935
[105] valid_0's auc: 0.936087 valid_0's binary_logloss: 0.274937 valid_1's auc: 0.906624 valid_1's binary_logloss: 0.318834
[106] valid_0's auc: 0.936247 valid_0's binary_logloss: 0.274631 valid_1's auc: 0.906646 valid_1's binary_logloss: 0.318816
[107] valid_0's auc: 0.936479 valid_0's binary_logloss: 0.274226 valid_1's auc: 0.906645 valid_1's binary_logloss: 0.318853
[108] valid_0's auc: 0.936629 valid_0's binary_logloss: 0.273954 valid_1's auc: 0.906586 valid_1's binary_logloss: 0.318956
[109] valid_0's auc: 0.936911 valid_0's binary_logloss: 0.273455 valid_1's auc: 0.90657 valid_1's binary_logloss: 0.318974
[110] valid_0's auc: 0.937063 valid_0's binary_logloss: 0.273161 valid_1's auc: 0.906543 valid_1's binary_logloss: 0.319045
[111] valid_0's auc: 0.937286 valid_0's binary_logloss: 0.272764 valid_1's auc: 0.906541 valid_1's binary_logloss: 0.319083
[112] valid_0's auc: 0.937442 valid_0's binary_logloss: 0.272485 valid_1's auc: 0.906427 valid_1's binary_logloss: 0.319304
[113] valid_0's auc: 0.937607 valid_0's binary_logloss: 0.272161 valid_1's auc: 0.906392 valid_1's binary_logloss: 0.319314
[114] valid_0's auc: 0.937814 valid_0's binary_logloss: 0.271768 valid_1's auc: 0.906392 valid_1's binary_logloss: 0.319279
[115] valid_0's auc: 0.937948 valid_0's binary_logloss: 0.271523 valid_1's auc: 0.906272 valid_1's binary_logloss: 0.319493
[116] valid_0's auc: 0.938176 valid_0's binary_logloss: 0.271117 valid_1's auc: 0.906295 valid_1's binary_logloss: 0.319481
[117] valid_0's auc: 0.93832 valid_0's binary_logloss: 0.270858 valid_1's auc: 0.906302 valid_1's binary_logloss: 0.319525
[118] valid_0's auc: 0.938539 valid_0's binary_logloss: 0.27048 valid_1's auc: 0.906269 valid_1's binary_logloss: 0.319558
[119] valid_0's auc: 0.938731 valid_0's binary_logloss: 0.270106 valid_1's auc: 0.906241 valid_1's binary_logloss: 0.319615
[120] valid_0's auc: 0.938832 valid_0's binary_logloss: 0.269895 valid_1's auc: 0.906175 valid_1's binary_logloss: 0.319733
[121] valid_0's auc: 0.939085 valid_0's binary_logloss: 0.269444 valid_1's auc: 0.90612 valid_1's binary_logloss: 0.319898
[122] valid_0's auc: 0.939271 valid_0's binary_logloss: 0.269064 valid_1's auc: 0.906087 valid_1's binary_logloss: 0.319963
[123] valid_0's auc: 0.939446 valid_0's binary_logloss: 0.268732 valid_1's auc: 0.90611 valid_1's binary_logloss: 0.319934
[124] valid_0's auc: 0.939751 valid_0's binary_logloss: 0.268197 valid_1's auc: 0.906137 valid_1's binary_logloss: 0.31993
[125] valid_0's auc: 0.939953 valid_0's binary_logloss: 0.267854 valid_1's auc: 0.906114 valid_1's binary_logloss: 0.319967
[126] valid_0's auc: 0.940155 valid_0's binary_logloss: 0.267477 valid_1's auc: 0.905991 valid_1's binary_logloss: 0.320203
[127] valid_0's auc: 0.940377 valid_0's binary_logloss: 0.267102 valid_1's auc: 0.905884 valid_1's binary_logloss: 0.320402
[128] valid_0's auc: 0.940461 valid_0's binary_logloss: 0.266968 valid_1's auc: 0.905811 valid_1's binary_logloss: 0.320519
[129] valid_0's auc: 0.940603 valid_0's binary_logloss: 0.266682 valid_1's auc: 0.905678 valid_1's binary_logloss: 0.320746
[130] valid_0's auc: 0.940723 valid_0's binary_logloss: 0.266452 valid_1's auc: 0.905646 valid_1's binary_logloss: 0.320798
[131] valid_0's auc: 0.940886 valid_0's binary_logloss: 0.266154 valid_1's auc: 0.905564 valid_1's binary_logloss: 0.320951
[132] valid_0's auc: 0.941082 valid_0's binary_logloss: 0.265797 valid_1's auc: 0.905555 valid_1's binary_logloss: 0.321029
[133] valid_0's auc: 0.941258 valid_0's binary_logloss: 0.26548 valid_1's auc: 0.905499 valid_1's binary_logloss: 0.321176
[134] valid_0's auc: 0.941408 valid_0's binary_logloss: 0.265197 valid_1's auc: 0.905504 valid_1's binary_logloss: 0.321212
[135] valid_0's auc: 0.941585 valid_0's binary_logloss: 0.264899 valid_1's auc: 0.905472 valid_1's binary_logloss: 0.321283
[136] valid_0's auc: 0.941752 valid_0's binary_logloss: 0.264596 valid_1's auc: 0.905475 valid_1's binary_logloss: 0.321274
[137] valid_0's auc: 0.941876 valid_0's binary_logloss: 0.264318 valid_1's auc: 0.90545 valid_1's binary_logloss: 0.321395
[138] valid_0's auc: 0.941984 valid_0's binary_logloss: 0.264114 valid_1's auc: 0.905349 valid_1's binary_logloss: 0.32161
[139] valid_0's auc: 0.942105 valid_0's binary_logloss: 0.2639 valid_1's auc: 0.905276 valid_1's binary_logloss: 0.321741
[140] valid_0's auc: 0.942265 valid_0's binary_logloss: 0.263611 valid_1's auc: 0.905243 valid_1's binary_logloss: 0.321833
[141] valid_0's auc: 0.942442 valid_0's binary_logloss: 0.263265 valid_1's auc: 0.9052 valid_1's binary_logloss: 0.321973
[142] valid_0's auc: 0.942583 valid_0's binary_logloss: 0.262999 valid_1's auc: 0.905187 valid_1's binary_logloss: 0.322021
[143] valid_0's auc: 0.942771 valid_0's binary_logloss: 0.262666 valid_1's auc: 0.905251 valid_1's binary_logloss: 0.321921
[144] valid_0's auc: 0.942945 valid_0's binary_logloss: 0.262335 valid_1's auc: 0.905303 valid_1's binary_logloss: 0.321872
Early stopping, best iteration is:
[44] valid_0's auc: 0.92006 valid_0's binary_logloss: 0.303621 valid_1's auc: 0.909908 valid_1's binary_logloss: 0.314309
[1] valid_0's auc: 0.887858 valid_0's binary_logloss: 0.516982 valid_1's auc: 0.894799 valid_1's binary_logloss: 0.508124
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.89299 valid_0's binary_logloss: 0.488143 valid_1's auc: 0.899409 valid_1's binary_logloss: 0.478442
[3] valid_0's auc: 0.894141 valid_0's binary_logloss: 0.464911 valid_1's auc: 0.900492 valid_1's binary_logloss: 0.454848
[4] valid_0's auc: 0.89588 valid_0's binary_logloss: 0.445631 valid_1's auc: 0.9015 valid_1's binary_logloss: 0.435366
[5] valid_0's auc: 0.896299 valid_0's binary_logloss: 0.429674 valid_1's auc: 0.902037 valid_1's binary_logloss: 0.419456
[6] valid_0's auc: 0.897764 valid_0's binary_logloss: 0.415869 valid_1's auc: 0.90356 valid_1's binary_logloss: 0.405588
[7] valid_0's auc: 0.898312 valid_0's binary_logloss: 0.40445 valid_1's auc: 0.903498 valid_1's binary_logloss: 0.394181
[8] valid_0's auc: 0.899739 valid_0's binary_logloss: 0.394387 valid_1's auc: 0.904256 valid_1's binary_logloss: 0.384278
[9] valid_0's auc: 0.900665 valid_0's binary_logloss: 0.385622 valid_1's auc: 0.90431 valid_1's binary_logloss: 0.376255
[10] valid_0's auc: 0.901172 valid_0's binary_logloss: 0.378008 valid_1's auc: 0.904383 valid_1's binary_logloss: 0.369035
[11] valid_0's auc: 0.901958 valid_0's binary_logloss: 0.371271 valid_1's auc: 0.904536 valid_1's binary_logloss: 0.362695
[12] valid_0's auc: 0.902712 valid_0's binary_logloss: 0.365325 valid_1's auc: 0.904917 valid_1's binary_logloss: 0.357165
[13] valid_0's auc: 0.903607 valid_0's binary_logloss: 0.360044 valid_1's auc: 0.905448 valid_1's binary_logloss: 0.352189
[14] valid_0's auc: 0.90411 valid_0's binary_logloss: 0.355367 valid_1's auc: 0.905582 valid_1's binary_logloss: 0.347845
[15] valid_0's auc: 0.905142 valid_0's binary_logloss: 0.351087 valid_1's auc: 0.905872 valid_1's binary_logloss: 0.344197
[16] valid_0's auc: 0.905715 valid_0's binary_logloss: 0.347394 valid_1's auc: 0.906303 valid_1's binary_logloss: 0.340902
[17] valid_0's auc: 0.906452 valid_0's binary_logloss: 0.343859 valid_1's auc: 0.906377 valid_1's binary_logloss: 0.338101
[18] valid_0's auc: 0.907111 valid_0's binary_logloss: 0.340666 valid_1's auc: 0.906431 valid_1's binary_logloss: 0.335674
[19] valid_0's auc: 0.908026 valid_0's binary_logloss: 0.337582 valid_1's auc: 0.906587 valid_1's binary_logloss: 0.333435
[20] valid_0's auc: 0.908829 valid_0's binary_logloss: 0.334831 valid_1's auc: 0.906869 valid_1's binary_logloss: 0.331543
[21] valid_0's auc: 0.909441 valid_0's binary_logloss: 0.332471 valid_1's auc: 0.907297 valid_1's binary_logloss: 0.329665
[22] valid_0's auc: 0.91014 valid_0's binary_logloss: 0.330146 valid_1's auc: 0.907746 valid_1's binary_logloss: 0.327827
[23] valid_0's auc: 0.910809 valid_0's binary_logloss: 0.327961 valid_1's auc: 0.907802 valid_1's binary_logloss: 0.326481
[24] valid_0's auc: 0.911434 valid_0's binary_logloss: 0.325861 valid_1's auc: 0.907934 valid_1's binary_logloss: 0.325187
[25] valid_0's auc: 0.911977 valid_0's binary_logloss: 0.324096 valid_1's auc: 0.908145 valid_1's binary_logloss: 0.32394
[26] valid_0's auc: 0.912594 valid_0's binary_logloss: 0.322352 valid_1's auc: 0.908181 valid_1's binary_logloss: 0.322983
[27] valid_0's auc: 0.913045 valid_0's binary_logloss: 0.320869 valid_1's auc: 0.908244 valid_1's binary_logloss: 0.32208
[28] valid_0's auc: 0.913716 valid_0's binary_logloss: 0.319176 valid_1's auc: 0.90844 valid_1's binary_logloss: 0.321187
[29] valid_0's auc: 0.914226 valid_0's binary_logloss: 0.317778 valid_1's auc: 0.908582 valid_1's binary_logloss: 0.320412
[30] valid_0's auc: 0.914698 valid_0's binary_logloss: 0.316445 valid_1's auc: 0.908478 valid_1's binary_logloss: 0.32001
[31] valid_0's auc: 0.915169 valid_0's binary_logloss: 0.315202 valid_1's auc: 0.908574 valid_1's binary_logloss: 0.319465
[32] valid_0's auc: 0.915602 valid_0's binary_logloss: 0.314007 valid_1's auc: 0.908716 valid_1's binary_logloss: 0.318874
[33] valid_0's auc: 0.916023 valid_0's binary_logloss: 0.31286 valid_1's auc: 0.908919 valid_1's binary_logloss: 0.318228
[34] valid_0's auc: 0.91644 valid_0's binary_logloss: 0.311748 valid_1's auc: 0.908963 valid_1's binary_logloss: 0.317768
[35] valid_0's auc: 0.916777 valid_0's binary_logloss: 0.310816 valid_1's auc: 0.908961 valid_1's binary_logloss: 0.317525
[36] valid_0's auc: 0.91713 valid_0's binary_logloss: 0.309928 valid_1's auc: 0.908993 valid_1's binary_logloss: 0.317207
[37] valid_0's auc: 0.917571 valid_0's binary_logloss: 0.308946 valid_1's auc: 0.909045 valid_1's binary_logloss: 0.316908
[38] valid_0's auc: 0.918087 valid_0's binary_logloss: 0.307902 valid_1's auc: 0.909173 valid_1's binary_logloss: 0.316577
[39] valid_0's auc: 0.918438 valid_0's binary_logloss: 0.307028 valid_1's auc: 0.909105 valid_1's binary_logloss: 0.316393
[40] valid_0's auc: 0.918855 valid_0's binary_logloss: 0.306172 valid_1's auc: 0.90932 valid_1's binary_logloss: 0.315911
[41] valid_0's auc: 0.919183 valid_0's binary_logloss: 0.3054 valid_1's auc: 0.909308 valid_1's binary_logloss: 0.315829
[42] valid_0's auc: 0.919459 valid_0's binary_logloss: 0.3047 valid_1's auc: 0.909185 valid_1's binary_logloss: 0.315841
[43] valid_0's auc: 0.919816 valid_0's binary_logloss: 0.303929 valid_1's auc: 0.909366 valid_1's binary_logloss: 0.315456
[44] valid_0's auc: 0.920082 valid_0's binary_logloss: 0.303293 valid_1's auc: 0.909336 valid_1's binary_logloss: 0.315411
[45] valid_0's auc: 0.92055 valid_0's binary_logloss: 0.302468 valid_1's auc: 0.909361 valid_1's binary_logloss: 0.315353
[46] valid_0's auc: 0.920827 valid_0's binary_logloss: 0.301886 valid_1's auc: 0.909336 valid_1's binary_logloss: 0.315287
[47] valid_0's auc: 0.921206 valid_0's binary_logloss: 0.301167 valid_1's auc: 0.90928 valid_1's binary_logloss: 0.315288
[48] valid_0's auc: 0.921498 valid_0's binary_logloss: 0.300584 valid_1's auc: 0.90929 valid_1's binary_logloss: 0.315197
[49] valid_0's auc: 0.921886 valid_0's binary_logloss: 0.299891 valid_1's auc: 0.909219 valid_1's binary_logloss: 0.315312
[50] valid_0's auc: 0.922149 valid_0's binary_logloss: 0.299339 valid_1's auc: 0.909228 valid_1's binary_logloss: 0.315256
[51] valid_0's auc: 0.92257 valid_0's binary_logloss: 0.29862 valid_1's auc: 0.909199 valid_1's binary_logloss: 0.31522
[52] valid_0's auc: 0.922878 valid_0's binary_logloss: 0.298042 valid_1's auc: 0.909171 valid_1's binary_logloss: 0.315223
[53] valid_0's auc: 0.923201 valid_0's binary_logloss: 0.297448 valid_1's auc: 0.909102 valid_1's binary_logloss: 0.315331
[54] valid_0's auc: 0.923492 valid_0's binary_logloss: 0.296867 valid_1's auc: 0.909004 valid_1's binary_logloss: 0.315434
[55] valid_0's auc: 0.923733 valid_0's binary_logloss: 0.296339 valid_1's auc: 0.909076 valid_1's binary_logloss: 0.315373
[56] valid_0's auc: 0.924035 valid_0's binary_logloss: 0.295774 valid_1's auc: 0.909054 valid_1's binary_logloss: 0.315384
[57] valid_0's auc: 0.924395 valid_0's binary_logloss: 0.295161 valid_1's auc: 0.909025 valid_1's binary_logloss: 0.315401
[58] valid_0's auc: 0.924687 valid_0's binary_logloss: 0.294643 valid_1's auc: 0.909009 valid_1's binary_logloss: 0.315403
[59] valid_0's auc: 0.924983 valid_0's binary_logloss: 0.294096 valid_1's auc: 0.909091 valid_1's binary_logloss: 0.31529
[60] valid_0's auc: 0.925167 valid_0's binary_logloss: 0.293715 valid_1's auc: 0.908991 valid_1's binary_logloss: 0.315386
[61] valid_0's auc: 0.925512 valid_0's binary_logloss: 0.293095 valid_1's auc: 0.909029 valid_1's binary_logloss: 0.315297
[62] valid_0's auc: 0.925783 valid_0's binary_logloss: 0.292625 valid_1's auc: 0.908989 valid_1's binary_logloss: 0.315394
[63] valid_0's auc: 0.926055 valid_0's binary_logloss: 0.29211 valid_1's auc: 0.908953 valid_1's binary_logloss: 0.315397
[64] valid_0's auc: 0.926402 valid_0's binary_logloss: 0.291511 valid_1's auc: 0.908982 valid_1's binary_logloss: 0.315382
[65] valid_0's auc: 0.926786 valid_0's binary_logloss: 0.290862 valid_1's auc: 0.909007 valid_1's binary_logloss: 0.31532
[66] valid_0's auc: 0.92699 valid_0's binary_logloss: 0.29049 valid_1's auc: 0.909031 valid_1's binary_logloss: 0.315264
[67] valid_0's auc: 0.927239 valid_0's binary_logloss: 0.290075 valid_1's auc: 0.909009 valid_1's binary_logloss: 0.31528
[68] valid_0's auc: 0.927526 valid_0's binary_logloss: 0.289601 valid_1's auc: 0.908873 valid_1's binary_logloss: 0.315519
[69] valid_0's auc: 0.927745 valid_0's binary_logloss: 0.28919 valid_1's auc: 0.90879 valid_1's binary_logloss: 0.315623
[70] valid_0's auc: 0.927945 valid_0's binary_logloss: 0.288799 valid_1's auc: 0.908739 valid_1's binary_logloss: 0.315671
[71] valid_0's auc: 0.928182 valid_0's binary_logloss: 0.288379 valid_1's auc: 0.908631 valid_1's binary_logloss: 0.315797
[72] valid_0's auc: 0.928436 valid_0's binary_logloss: 0.287961 valid_1's auc: 0.908523 valid_1's binary_logloss: 0.315984
[73] valid_0's auc: 0.928782 valid_0's binary_logloss: 0.287393 valid_1's auc: 0.908517 valid_1's binary_logloss: 0.316032
[74] valid_0's auc: 0.929068 valid_0's binary_logloss: 0.286899 valid_1's auc: 0.908515 valid_1's binary_logloss: 0.316055
[75] valid_0's auc: 0.929395 valid_0's binary_logloss: 0.286326 valid_1's auc: 0.908512 valid_1's binary_logloss: 0.316029
[76] valid_0's auc: 0.929599 valid_0's binary_logloss: 0.285948 valid_1's auc: 0.908458 valid_1's binary_logloss: 0.316129
[77] valid_0's auc: 0.929816 valid_0's binary_logloss: 0.285554 valid_1's auc: 0.908392 valid_1's binary_logloss: 0.316251
[78] valid_0's auc: 0.93004 valid_0's binary_logloss: 0.285133 valid_1's auc: 0.908441 valid_1's binary_logloss: 0.316173
[79] valid_0's auc: 0.930266 valid_0's binary_logloss: 0.284748 valid_1's auc: 0.908468 valid_1's binary_logloss: 0.316138
[80] valid_0's auc: 0.930542 valid_0's binary_logloss: 0.28426 valid_1's auc: 0.908382 valid_1's binary_logloss: 0.316257
[81] valid_0's auc: 0.93075 valid_0's binary_logloss: 0.283862 valid_1's auc: 0.9084 valid_1's binary_logloss: 0.316258
[82] valid_0's auc: 0.930986 valid_0's binary_logloss: 0.283501 valid_1's auc: 0.908351 valid_1's binary_logloss: 0.316358
[83] valid_0's auc: 0.931161 valid_0's binary_logloss: 0.283184 valid_1's auc: 0.908334 valid_1's binary_logloss: 0.316404
[84] valid_0's auc: 0.931393 valid_0's binary_logloss: 0.282794 valid_1's auc: 0.908283 valid_1's binary_logloss: 0.316471
[85] valid_0's auc: 0.931658 valid_0's binary_logloss: 0.282299 valid_1's auc: 0.908191 valid_1's binary_logloss: 0.31667
[86] valid_0's auc: 0.931883 valid_0's binary_logloss: 0.281936 valid_1's auc: 0.90817 valid_1's binary_logloss: 0.316716
[87] valid_0's auc: 0.932145 valid_0's binary_logloss: 0.281495 valid_1's auc: 0.908263 valid_1's binary_logloss: 0.316565
[88] valid_0's auc: 0.932438 valid_0's binary_logloss: 0.280973 valid_1's auc: 0.908219 valid_1's binary_logloss: 0.316618
[89] valid_0's auc: 0.932675 valid_0's binary_logloss: 0.280547 valid_1's auc: 0.908161 valid_1's binary_logloss: 0.316755
[90] valid_0's auc: 0.932971 valid_0's binary_logloss: 0.280071 valid_1's auc: 0.908047 valid_1's binary_logloss: 0.316963
[91] valid_0's auc: 0.93322 valid_0's binary_logloss: 0.279664 valid_1's auc: 0.907976 valid_1's binary_logloss: 0.317065
[92] valid_0's auc: 0.933488 valid_0's binary_logloss: 0.279221 valid_1's auc: 0.907931 valid_1's binary_logloss: 0.317137
[93] valid_0's auc: 0.933708 valid_0's binary_logloss: 0.278855 valid_1's auc: 0.907804 valid_1's binary_logloss: 0.317367
[94] valid_0's auc: 0.933975 valid_0's binary_logloss: 0.278407 valid_1's auc: 0.907805 valid_1's binary_logloss: 0.317391
[95] valid_0's auc: 0.934122 valid_0's binary_logloss: 0.278117 valid_1's auc: 0.907704 valid_1's binary_logloss: 0.317605
[96] valid_0's auc: 0.934399 valid_0's binary_logloss: 0.277664 valid_1's auc: 0.907639 valid_1's binary_logloss: 0.317775
[97] valid_0's auc: 0.934666 valid_0's binary_logloss: 0.277252 valid_1's auc: 0.907631 valid_1's binary_logloss: 0.317793
[98] valid_0's auc: 0.934888 valid_0's binary_logloss: 0.276893 valid_1's auc: 0.907468 valid_1's binary_logloss: 0.318063
[99] valid_0's auc: 0.935105 valid_0's binary_logloss: 0.276511 valid_1's auc: 0.907382 valid_1's binary_logloss: 0.318194
[100] valid_0's auc: 0.93526 valid_0's binary_logloss: 0.276189 valid_1's auc: 0.90731 valid_1's binary_logloss: 0.318313
[101] valid_0's auc: 0.935496 valid_0's binary_logloss: 0.275784 valid_1's auc: 0.907349 valid_1's binary_logloss: 0.318327
[102] valid_0's auc: 0.935663 valid_0's binary_logloss: 0.275472 valid_1's auc: 0.907264 valid_1's binary_logloss: 0.318516
[103] valid_0's auc: 0.935884 valid_0's binary_logloss: 0.275078 valid_1's auc: 0.907141 valid_1's binary_logloss: 0.318718
[104] valid_0's auc: 0.936088 valid_0's binary_logloss: 0.27471 valid_1's auc: 0.907084 valid_1's binary_logloss: 0.318854
[105] valid_0's auc: 0.936317 valid_0's binary_logloss: 0.274273 valid_1's auc: 0.906972 valid_1's binary_logloss: 0.319061
[106] valid_0's auc: 0.936551 valid_0's binary_logloss: 0.273872 valid_1's auc: 0.906858 valid_1's binary_logloss: 0.31929
[107] valid_0's auc: 0.936776 valid_0's binary_logloss: 0.273498 valid_1's auc: 0.906813 valid_1's binary_logloss: 0.319375
[108] valid_0's auc: 0.936902 valid_0's binary_logloss: 0.273229 valid_1's auc: 0.906744 valid_1's binary_logloss: 0.3195
[109] valid_0's auc: 0.93709 valid_0's binary_logloss: 0.272894 valid_1's auc: 0.90671 valid_1's binary_logloss: 0.319547
[110] valid_0's auc: 0.937341 valid_0's binary_logloss: 0.272452 valid_1's auc: 0.906785 valid_1's binary_logloss: 0.319388
[111] valid_0's auc: 0.937508 valid_0's binary_logloss: 0.272141 valid_1's auc: 0.906786 valid_1's binary_logloss: 0.319403
[112] valid_0's auc: 0.937718 valid_0's binary_logloss: 0.271789 valid_1's auc: 0.906808 valid_1's binary_logloss: 0.319359
[113] valid_0's auc: 0.93782 valid_0's binary_logloss: 0.271585 valid_1's auc: 0.906808 valid_1's binary_logloss: 0.319381
[114] valid_0's auc: 0.938084 valid_0's binary_logloss: 0.271165 valid_1's auc: 0.906776 valid_1's binary_logloss: 0.319469
[115] valid_0's auc: 0.938266 valid_0's binary_logloss: 0.270857 valid_1's auc: 0.906737 valid_1's binary_logloss: 0.319603
[116] valid_0's auc: 0.938436 valid_0's binary_logloss: 0.270574 valid_1's auc: 0.906653 valid_1's binary_logloss: 0.319782
[117] valid_0's auc: 0.938625 valid_0's binary_logloss: 0.270232 valid_1's auc: 0.906602 valid_1's binary_logloss: 0.319926
[118] valid_0's auc: 0.938825 valid_0's binary_logloss: 0.269882 valid_1's auc: 0.906472 valid_1's binary_logloss: 0.320129
[119] valid_0's auc: 0.939 valid_0's binary_logloss: 0.269554 valid_1's auc: 0.906505 valid_1's binary_logloss: 0.320087
[120] valid_0's auc: 0.939166 valid_0's binary_logloss: 0.269265 valid_1's auc: 0.906422 valid_1's binary_logloss: 0.320269
[121] valid_0's auc: 0.939309 valid_0's binary_logloss: 0.268978 valid_1's auc: 0.906342 valid_1's binary_logloss: 0.320396
[122] valid_0's auc: 0.939493 valid_0's binary_logloss: 0.268676 valid_1's auc: 0.906293 valid_1's binary_logloss: 0.320565
[123] valid_0's auc: 0.939646 valid_0's binary_logloss: 0.26838 valid_1's auc: 0.906306 valid_1's binary_logloss: 0.320636
[124] valid_0's auc: 0.939836 valid_0's binary_logloss: 0.267995 valid_1's auc: 0.906257 valid_1's binary_logloss: 0.32075
[125] valid_0's auc: 0.939919 valid_0's binary_logloss: 0.267796 valid_1's auc: 0.9062 valid_1's binary_logloss: 0.320867
[126] valid_0's auc: 0.940094 valid_0's binary_logloss: 0.267491 valid_1's auc: 0.906134 valid_1's binary_logloss: 0.321028
[127] valid_0's auc: 0.940301 valid_0's binary_logloss: 0.267094 valid_1's auc: 0.906103 valid_1's binary_logloss: 0.321137
[128] valid_0's auc: 0.940535 valid_0's binary_logloss: 0.266721 valid_1's auc: 0.906173 valid_1's binary_logloss: 0.320977
[129] valid_0's auc: 0.940682 valid_0's binary_logloss: 0.266442 valid_1's auc: 0.906065 valid_1's binary_logloss: 0.3212
[130] valid_0's auc: 0.940879 valid_0's binary_logloss: 0.26606 valid_1's auc: 0.905952 valid_1's binary_logloss: 0.321387
[131] valid_0's auc: 0.94107 valid_0's binary_logloss: 0.265705 valid_1's auc: 0.905921 valid_1's binary_logloss: 0.321485
[132] valid_0's auc: 0.941196 valid_0's binary_logloss: 0.265472 valid_1's auc: 0.905913 valid_1's binary_logloss: 0.321495
[133] valid_0's auc: 0.941291 valid_0's binary_logloss: 0.265279 valid_1's auc: 0.905931 valid_1's binary_logloss: 0.321496
[134] valid_0's auc: 0.941477 valid_0's binary_logloss: 0.264941 valid_1's auc: 0.905955 valid_1's binary_logloss: 0.321444
[135] valid_0's auc: 0.941699 valid_0's binary_logloss: 0.264558 valid_1's auc: 0.905845 valid_1's binary_logloss: 0.321615
[136] valid_0's auc: 0.941878 valid_0's binary_logloss: 0.264215 valid_1's auc: 0.905814 valid_1's binary_logloss: 0.321703
[137] valid_0's auc: 0.942058 valid_0's binary_logloss: 0.263906 valid_1's auc: 0.905729 valid_1's binary_logloss: 0.321854
[138] valid_0's auc: 0.942317 valid_0's binary_logloss: 0.263455 valid_1's auc: 0.905624 valid_1's binary_logloss: 0.322095
[139] valid_0's auc: 0.942481 valid_0's binary_logloss: 0.263162 valid_1's auc: 0.905542 valid_1's binary_logloss: 0.322257
[140] valid_0's auc: 0.942719 valid_0's binary_logloss: 0.262773 valid_1's auc: 0.9055 valid_1's binary_logloss: 0.322355
[141] valid_0's auc: 0.942903 valid_0's binary_logloss: 0.262462 valid_1's auc: 0.905295 valid_1's binary_logloss: 0.322719
[142] valid_0's auc: 0.943022 valid_0's binary_logloss: 0.262222 valid_1's auc: 0.905373 valid_1's binary_logloss: 0.322579
[143] valid_0's auc: 0.943175 valid_0's binary_logloss: 0.261945 valid_1's auc: 0.905431 valid_1's binary_logloss: 0.322543
Early stopping, best iteration is:
[43] valid_0's auc: 0.919816 valid_0's binary_logloss: 0.303929 valid_1's auc: 0.909366 valid_1's binary_logloss: 0.315456
[1] valid_0's auc: 0.886572 valid_0's binary_logloss: 0.517393 valid_1's auc: 0.891691 valid_1's binary_logloss: 0.508845
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.889325 valid_0's binary_logloss: 0.48844 valid_1's auc: 0.895182 valid_1's binary_logloss: 0.47942
[3] valid_0's auc: 0.890907 valid_0's binary_logloss: 0.465197 valid_1's auc: 0.896562 valid_1's binary_logloss: 0.455809
[4] valid_0's auc: 0.89514 valid_0's binary_logloss: 0.445768 valid_1's auc: 0.899296 valid_1's binary_logloss: 0.43648
[5] valid_0's auc: 0.896951 valid_0's binary_logloss: 0.42971 valid_1's auc: 0.899718 valid_1's binary_logloss: 0.420604
[6] valid_0's auc: 0.897889 valid_0's binary_logloss: 0.416111 valid_1's auc: 0.900881 valid_1's binary_logloss: 0.406931
[7] valid_0's auc: 0.898689 valid_0's binary_logloss: 0.404436 valid_1's auc: 0.901422 valid_1's binary_logloss: 0.395411
[8] valid_0's auc: 0.89958 valid_0's binary_logloss: 0.394345 valid_1's auc: 0.902597 valid_1's binary_logloss: 0.385225
[9] valid_0's auc: 0.90032 valid_0's binary_logloss: 0.385639 valid_1's auc: 0.902948 valid_1's binary_logloss: 0.376863
[10] valid_0's auc: 0.901296 valid_0's binary_logloss: 0.378042 valid_1's auc: 0.903458 valid_1's binary_logloss: 0.369727
[11] valid_0's auc: 0.902004 valid_0's binary_logloss: 0.371306 valid_1's auc: 0.903438 valid_1's binary_logloss: 0.363518
[12] valid_0's auc: 0.902758 valid_0's binary_logloss: 0.365335 valid_1's auc: 0.903948 valid_1's binary_logloss: 0.357923
[13] valid_0's auc: 0.903856 valid_0's binary_logloss: 0.360044 valid_1's auc: 0.904456 valid_1's binary_logloss: 0.353137
[14] valid_0's auc: 0.904376 valid_0's binary_logloss: 0.355393 valid_1's auc: 0.904877 valid_1's binary_logloss: 0.348708
[15] valid_0's auc: 0.905155 valid_0's binary_logloss: 0.351161 valid_1's auc: 0.905329 valid_1's binary_logloss: 0.345105
[16] valid_0's auc: 0.905871 valid_0's binary_logloss: 0.347288 valid_1's auc: 0.906045 valid_1's binary_logloss: 0.341559
[17] valid_0's auc: 0.90683 valid_0's binary_logloss: 0.343704 valid_1's auc: 0.906619 valid_1's binary_logloss: 0.338621
[18] valid_0's auc: 0.90744 valid_0's binary_logloss: 0.340595 valid_1's auc: 0.906705 valid_1's binary_logloss: 0.336005
[19] valid_0's auc: 0.908245 valid_0's binary_logloss: 0.337639 valid_1's auc: 0.906863 valid_1's binary_logloss: 0.333835
[20] valid_0's auc: 0.908769 valid_0's binary_logloss: 0.335121 valid_1's auc: 0.906857 valid_1's binary_logloss: 0.332
[21] valid_0's auc: 0.909625 valid_0's binary_logloss: 0.332551 valid_1's auc: 0.90714 valid_1's binary_logloss: 0.330061
[22] valid_0's auc: 0.910309 valid_0's binary_logloss: 0.330205 valid_1's auc: 0.907145 valid_1's binary_logloss: 0.328665
[23] valid_0's auc: 0.910705 valid_0's binary_logloss: 0.32828 valid_1's auc: 0.907384 valid_1's binary_logloss: 0.327131
[24] valid_0's auc: 0.911375 valid_0's binary_logloss: 0.32623 valid_1's auc: 0.9075 valid_1's binary_logloss: 0.325809
[25] valid_0's auc: 0.911914 valid_0's binary_logloss: 0.324421 valid_1's auc: 0.907602 valid_1's binary_logloss: 0.324596
[26] valid_0's auc: 0.912336 valid_0's binary_logloss: 0.322802 valid_1's auc: 0.907771 valid_1's binary_logloss: 0.323522
[27] valid_0's auc: 0.912859 valid_0's binary_logloss: 0.321261 valid_1's auc: 0.90779 valid_1's binary_logloss: 0.322844
[28] valid_0's auc: 0.913424 valid_0's binary_logloss: 0.319703 valid_1's auc: 0.908143 valid_1's binary_logloss: 0.321905
[29] valid_0's auc: 0.913896 valid_0's binary_logloss: 0.318274 valid_1's auc: 0.908367 valid_1's binary_logloss: 0.320959
[30] valid_0's auc: 0.914282 valid_0's binary_logloss: 0.317012 valid_1's auc: 0.908386 valid_1's binary_logloss: 0.320424
[31] valid_0's auc: 0.914767 valid_0's binary_logloss: 0.31572 valid_1's auc: 0.908369 valid_1's binary_logloss: 0.319982
[32] valid_0's auc: 0.915194 valid_0's binary_logloss: 0.314571 valid_1's auc: 0.9084 valid_1's binary_logloss: 0.319529
[33] valid_0's auc: 0.915607 valid_0's binary_logloss: 0.313531 valid_1's auc: 0.908485 valid_1's binary_logloss: 0.319073
[34] valid_0's auc: 0.916045 valid_0's binary_logloss: 0.312468 valid_1's auc: 0.908533 valid_1's binary_logloss: 0.318693
[35] valid_0's auc: 0.916433 valid_0's binary_logloss: 0.311436 valid_1's auc: 0.908496 valid_1's binary_logloss: 0.31834
[36] valid_0's auc: 0.916799 valid_0's binary_logloss: 0.310539 valid_1's auc: 0.908423 valid_1's binary_logloss: 0.318183
[37] valid_0's auc: 0.917263 valid_0's binary_logloss: 0.309483 valid_1's auc: 0.908437 valid_1's binary_logloss: 0.317954
[38] valid_0's auc: 0.917766 valid_0's binary_logloss: 0.30852 valid_1's auc: 0.908403 valid_1's binary_logloss: 0.317848
[39] valid_0's auc: 0.918172 valid_0's binary_logloss: 0.3076 valid_1's auc: 0.908529 valid_1's binary_logloss: 0.317562
[40] valid_0's auc: 0.918559 valid_0's binary_logloss: 0.306776 valid_1's auc: 0.908434 valid_1's binary_logloss: 0.317469
[41] valid_0's auc: 0.918866 valid_0's binary_logloss: 0.305998 valid_1's auc: 0.908414 valid_1's binary_logloss: 0.31731
[42] valid_0's auc: 0.919216 valid_0's binary_logloss: 0.30518 valid_1's auc: 0.908398 valid_1's binary_logloss: 0.317191
[43] valid_0's auc: 0.919589 valid_0's binary_logloss: 0.30439 valid_1's auc: 0.908336 valid_1's binary_logloss: 0.317173
[44] valid_0's auc: 0.91996 valid_0's binary_logloss: 0.303628 valid_1's auc: 0.908413 valid_1's binary_logloss: 0.316965
[45] valid_0's auc: 0.920328 valid_0's binary_logloss: 0.302886 valid_1's auc: 0.908301 valid_1's binary_logloss: 0.317024
[46] valid_0's auc: 0.920652 valid_0's binary_logloss: 0.302256 valid_1's auc: 0.908283 valid_1's binary_logloss: 0.31696
[47] valid_0's auc: 0.921047 valid_0's binary_logloss: 0.301491 valid_1's auc: 0.908378 valid_1's binary_logloss: 0.316761
[48] valid_0's auc: 0.92142 valid_0's binary_logloss: 0.300747 valid_1's auc: 0.908466 valid_1's binary_logloss: 0.316573
[49] valid_0's auc: 0.921785 valid_0's binary_logloss: 0.300074 valid_1's auc: 0.9084 valid_1's binary_logloss: 0.316581
[50] valid_0's auc: 0.922071 valid_0's binary_logloss: 0.299563 valid_1's auc: 0.908311 valid_1's binary_logloss: 0.316637
[51] valid_0's auc: 0.922491 valid_0's binary_logloss: 0.298886 valid_1's auc: 0.90821 valid_1's binary_logloss: 0.3168
[52] valid_0's auc: 0.922825 valid_0's binary_logloss: 0.298279 valid_1's auc: 0.908215 valid_1's binary_logloss: 0.316724
[53] valid_0's auc: 0.923173 valid_0's binary_logloss: 0.297619 valid_1's auc: 0.908161 valid_1's binary_logloss: 0.316809
[54] valid_0's auc: 0.923539 valid_0's binary_logloss: 0.296976 valid_1's auc: 0.90821 valid_1's binary_logloss: 0.316646
[55] valid_0's auc: 0.923814 valid_0's binary_logloss: 0.296438 valid_1's auc: 0.908075 valid_1's binary_logloss: 0.316824
[56] valid_0's auc: 0.924108 valid_0's binary_logloss: 0.295903 valid_1's auc: 0.908006 valid_1's binary_logloss: 0.316942
[57] valid_0's auc: 0.924357 valid_0's binary_logloss: 0.295422 valid_1's auc: 0.907962 valid_1's binary_logloss: 0.31703
[58] valid_0's auc: 0.924604 valid_0's binary_logloss: 0.29492 valid_1's auc: 0.90793 valid_1's binary_logloss: 0.317067
[59] valid_0's auc: 0.924905 valid_0's binary_logloss: 0.294339 valid_1's auc: 0.9079 valid_1's binary_logloss: 0.317052
[60] valid_0's auc: 0.925191 valid_0's binary_logloss: 0.293826 valid_1's auc: 0.907934 valid_1's binary_logloss: 0.317022
[61] valid_0's auc: 0.925411 valid_0's binary_logloss: 0.293354 valid_1's auc: 0.907854 valid_1's binary_logloss: 0.317145
[62] valid_0's auc: 0.925682 valid_0's binary_logloss: 0.292869 valid_1's auc: 0.907833 valid_1's binary_logloss: 0.317196
[63] valid_0's auc: 0.925922 valid_0's binary_logloss: 0.292435 valid_1's auc: 0.90781 valid_1's binary_logloss: 0.317237
[64] valid_0's auc: 0.926188 valid_0's binary_logloss: 0.291982 valid_1's auc: 0.907712 valid_1's binary_logloss: 0.317364
[65] valid_0's auc: 0.926393 valid_0's binary_logloss: 0.291572 valid_1's auc: 0.907679 valid_1's binary_logloss: 0.317424
[66] valid_0's auc: 0.926764 valid_0's binary_logloss: 0.290996 valid_1's auc: 0.907751 valid_1's binary_logloss: 0.317293
[67] valid_0's auc: 0.927104 valid_0's binary_logloss: 0.290424 valid_1's auc: 0.907817 valid_1's binary_logloss: 0.317178
[68] valid_0's auc: 0.927276 valid_0's binary_logloss: 0.290111 valid_1's auc: 0.907794 valid_1's binary_logloss: 0.317219
[69] valid_0's auc: 0.927533 valid_0's binary_logloss: 0.289635 valid_1's auc: 0.907759 valid_1's binary_logloss: 0.31729
[70] valid_0's auc: 0.927837 valid_0's binary_logloss: 0.289139 valid_1's auc: 0.907756 valid_1's binary_logloss: 0.317295
[71] valid_0's auc: 0.928046 valid_0's binary_logloss: 0.288758 valid_1's auc: 0.907778 valid_1's binary_logloss: 0.317258
[72] valid_0's auc: 0.928296 valid_0's binary_logloss: 0.288298 valid_1's auc: 0.90767 valid_1's binary_logloss: 0.31743
[73] valid_0's auc: 0.928512 valid_0's binary_logloss: 0.287925 valid_1's auc: 0.907594 valid_1's binary_logloss: 0.317551
[74] valid_0's auc: 0.928731 valid_0's binary_logloss: 0.287496 valid_1's auc: 0.907523 valid_1's binary_logloss: 0.317674
[75] valid_0's auc: 0.929057 valid_0's binary_logloss: 0.286987 valid_1's auc: 0.907483 valid_1's binary_logloss: 0.31769
[76] valid_0's auc: 0.929295 valid_0's binary_logloss: 0.286563 valid_1's auc: 0.907494 valid_1's binary_logloss: 0.317738
[77] valid_0's auc: 0.929547 valid_0's binary_logloss: 0.286116 valid_1's auc: 0.907411 valid_1's binary_logloss: 0.317866
[78] valid_0's auc: 0.929722 valid_0's binary_logloss: 0.285782 valid_1's auc: 0.907433 valid_1's binary_logloss: 0.317857
[79] valid_0's auc: 0.930052 valid_0's binary_logloss: 0.285198 valid_1's auc: 0.907325 valid_1's binary_logloss: 0.318039
[80] valid_0's auc: 0.930297 valid_0's binary_logloss: 0.284774 valid_1's auc: 0.90737 valid_1's binary_logloss: 0.317967
[81] valid_0's auc: 0.930493 valid_0's binary_logloss: 0.284447 valid_1's auc: 0.907255 valid_1's binary_logloss: 0.318155
[82] valid_0's auc: 0.930784 valid_0's binary_logloss: 0.283929 valid_1's auc: 0.907228 valid_1's binary_logloss: 0.318198
[83] valid_0's auc: 0.93106 valid_0's binary_logloss: 0.283467 valid_1's auc: 0.907176 valid_1's binary_logloss: 0.318284
[84] valid_0's auc: 0.93135 valid_0's binary_logloss: 0.282958 valid_1's auc: 0.907123 valid_1's binary_logloss: 0.318463
[85] valid_0's auc: 0.93153 valid_0's binary_logloss: 0.282631 valid_1's auc: 0.907048 valid_1's binary_logloss: 0.318589
[86] valid_0's auc: 0.931782 valid_0's binary_logloss: 0.282233 valid_1's auc: 0.907079 valid_1's binary_logloss: 0.318573
[87] valid_0's auc: 0.931998 valid_0's binary_logloss: 0.281859 valid_1's auc: 0.906986 valid_1's binary_logloss: 0.318695
[88] valid_0's auc: 0.932169 valid_0's binary_logloss: 0.281518 valid_1's auc: 0.906884 valid_1's binary_logloss: 0.318879
[89] valid_0's auc: 0.932401 valid_0's binary_logloss: 0.281126 valid_1's auc: 0.90683 valid_1's binary_logloss: 0.318989
[90] valid_0's auc: 0.932652 valid_0's binary_logloss: 0.280701 valid_1's auc: 0.906714 valid_1's binary_logloss: 0.319214
[91] valid_0's auc: 0.932829 valid_0's binary_logloss: 0.28037 valid_1's auc: 0.906714 valid_1's binary_logloss: 0.319206
[92] valid_0's auc: 0.933072 valid_0's binary_logloss: 0.279957 valid_1's auc: 0.906607 valid_1's binary_logloss: 0.319386
[93] valid_0's auc: 0.933271 valid_0's binary_logloss: 0.27962 valid_1's auc: 0.906606 valid_1's binary_logloss: 0.319354
[94] valid_0's auc: 0.933536 valid_0's binary_logloss: 0.279148 valid_1's auc: 0.906476 valid_1's binary_logloss: 0.319605
[95] valid_0's auc: 0.933723 valid_0's binary_logloss: 0.278802 valid_1's auc: 0.906436 valid_1's binary_logloss: 0.319765
[96] valid_0's auc: 0.934007 valid_0's binary_logloss: 0.278301 valid_1's auc: 0.906438 valid_1's binary_logloss: 0.319797
[97] valid_0's auc: 0.934129 valid_0's binary_logloss: 0.278058 valid_1's auc: 0.90642 valid_1's binary_logloss: 0.319834
[98] valid_0's auc: 0.9344 valid_0's binary_logloss: 0.277588 valid_1's auc: 0.906423 valid_1's binary_logloss: 0.319876
[99] valid_0's auc: 0.934608 valid_0's binary_logloss: 0.27723 valid_1's auc: 0.906417 valid_1's binary_logloss: 0.319961
[100] valid_0's auc: 0.934815 valid_0's binary_logloss: 0.276881 valid_1's auc: 0.906317 valid_1's binary_logloss: 0.320131
[101] valid_0's auc: 0.934988 valid_0's binary_logloss: 0.276567 valid_1's auc: 0.906179 valid_1's binary_logloss: 0.320355
[102] valid_0's auc: 0.935251 valid_0's binary_logloss: 0.276152 valid_1's auc: 0.906178 valid_1's binary_logloss: 0.320406
[103] valid_0's auc: 0.935444 valid_0's binary_logloss: 0.275822 valid_1's auc: 0.906132 valid_1's binary_logloss: 0.320441
[104] valid_0's auc: 0.935626 valid_0's binary_logloss: 0.27552 valid_1's auc: 0.906094 valid_1's binary_logloss: 0.320485
[105] valid_0's auc: 0.935825 valid_0's binary_logloss: 0.275177 valid_1's auc: 0.906082 valid_1's binary_logloss: 0.320535
[106] valid_0's auc: 0.93606 valid_0's binary_logloss: 0.27477 valid_1's auc: 0.906017 valid_1's binary_logloss: 0.320679
[107] valid_0's auc: 0.936295 valid_0's binary_logloss: 0.274371 valid_1's auc: 0.905918 valid_1's binary_logloss: 0.320893
[108] valid_0's auc: 0.936501 valid_0's binary_logloss: 0.273994 valid_1's auc: 0.905957 valid_1's binary_logloss: 0.320858
[109] valid_0's auc: 0.936685 valid_0's binary_logloss: 0.27367 valid_1's auc: 0.905895 valid_1's binary_logloss: 0.320982
[110] valid_0's auc: 0.936899 valid_0's binary_logloss: 0.273327 valid_1's auc: 0.90575 valid_1's binary_logloss: 0.321248
[111] valid_0's auc: 0.937054 valid_0's binary_logloss: 0.273025 valid_1's auc: 0.905676 valid_1's binary_logloss: 0.321442
[112] valid_0's auc: 0.93732 valid_0's binary_logloss: 0.27259 valid_1's auc: 0.905665 valid_1's binary_logloss: 0.321469
[113] valid_0's auc: 0.937499 valid_0's binary_logloss: 0.272268 valid_1's auc: 0.905569 valid_1's binary_logloss: 0.321647
[114] valid_0's auc: 0.937725 valid_0's binary_logloss: 0.271876 valid_1's auc: 0.905532 valid_1's binary_logloss: 0.321671
[115] valid_0's auc: 0.938006 valid_0's binary_logloss: 0.271402 valid_1's auc: 0.905503 valid_1's binary_logloss: 0.321772
[116] valid_0's auc: 0.938198 valid_0's binary_logloss: 0.27107 valid_1's auc: 0.905489 valid_1's binary_logloss: 0.321776
[117] valid_0's auc: 0.93844 valid_0's binary_logloss: 0.270638 valid_1's auc: 0.905536 valid_1's binary_logloss: 0.321646
[118] valid_0's auc: 0.938594 valid_0's binary_logloss: 0.270341 valid_1's auc: 0.905547 valid_1's binary_logloss: 0.321643
[119] valid_0's auc: 0.938857 valid_0's binary_logloss: 0.269876 valid_1's auc: 0.905419 valid_1's binary_logloss: 0.321921
[120] valid_0's auc: 0.939076 valid_0's binary_logloss: 0.269496 valid_1's auc: 0.905337 valid_1's binary_logloss: 0.322051
[121] valid_0's auc: 0.939223 valid_0's binary_logloss: 0.269226 valid_1's auc: 0.905396 valid_1's binary_logloss: 0.322015
[122] valid_0's auc: 0.939466 valid_0's binary_logloss: 0.268791 valid_1's auc: 0.905463 valid_1's binary_logloss: 0.321958
[123] valid_0's auc: 0.939637 valid_0's binary_logloss: 0.26849 valid_1's auc: 0.905466 valid_1's binary_logloss: 0.321952
[124] valid_0's auc: 0.939841 valid_0's binary_logloss: 0.268092 valid_1's auc: 0.905492 valid_1's binary_logloss: 0.321939
[125] valid_0's auc: 0.939963 valid_0's binary_logloss: 0.267853 valid_1's auc: 0.905566 valid_1's binary_logloss: 0.321895
[126] valid_0's auc: 0.94017 valid_0's binary_logloss: 0.267485 valid_1's auc: 0.905566 valid_1's binary_logloss: 0.321915
[127] valid_0's auc: 0.940325 valid_0's binary_logloss: 0.26714 valid_1's auc: 0.9055 valid_1's binary_logloss: 0.322114
[128] valid_0's auc: 0.94048 valid_0's binary_logloss: 0.266849 valid_1's auc: 0.905571 valid_1's binary_logloss: 0.322058
[129] valid_0's auc: 0.940628 valid_0's binary_logloss: 0.266551 valid_1's auc: 0.905467 valid_1's binary_logloss: 0.322261
[130] valid_0's auc: 0.940794 valid_0's binary_logloss: 0.266233 valid_1's auc: 0.905474 valid_1's binary_logloss: 0.322286
[131] valid_0's auc: 0.940999 valid_0's binary_logloss: 0.26585 valid_1's auc: 0.905432 valid_1's binary_logloss: 0.322381
[132] valid_0's auc: 0.941137 valid_0's binary_logloss: 0.265596 valid_1's auc: 0.905423 valid_1's binary_logloss: 0.322419
[133] valid_0's auc: 0.941346 valid_0's binary_logloss: 0.265217 valid_1's auc: 0.905346 valid_1's binary_logloss: 0.322589
[134] valid_0's auc: 0.941546 valid_0's binary_logloss: 0.264818 valid_1's auc: 0.905244 valid_1's binary_logloss: 0.322781
Early stopping, best iteration is:
[34] valid_0's auc: 0.916045 valid_0's binary_logloss: 0.312468 valid_1's auc: 0.908533 valid_1's binary_logloss: 0.318693
[1] valid_0's auc: 0.887983 valid_0's binary_logloss: 0.517034 valid_1's auc: 0.891755 valid_1's binary_logloss: 0.508452
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.89066 valid_0's binary_logloss: 0.488464 valid_1's auc: 0.89629 valid_1's binary_logloss: 0.478946
[3] valid_0's auc: 0.891984 valid_0's binary_logloss: 0.465365 valid_1's auc: 0.897538 valid_1's binary_logloss: 0.455741
[4] valid_0's auc: 0.896159 valid_0's binary_logloss: 0.446069 valid_1's auc: 0.901608 valid_1's binary_logloss: 0.43617
[5] valid_0's auc: 0.896836 valid_0's binary_logloss: 0.43022 valid_1's auc: 0.902385 valid_1's binary_logloss: 0.420003
[6] valid_0's auc: 0.897532 valid_0's binary_logloss: 0.416675 valid_1's auc: 0.902107 valid_1's binary_logloss: 0.406595
[7] valid_0's auc: 0.898859 valid_0's binary_logloss: 0.404875 valid_1's auc: 0.902903 valid_1's binary_logloss: 0.394907
[8] valid_0's auc: 0.899531 valid_0's binary_logloss: 0.394951 valid_1's auc: 0.903622 valid_1's binary_logloss: 0.384787
[9] valid_0's auc: 0.899803 valid_0's binary_logloss: 0.386385 valid_1's auc: 0.904479 valid_1's binary_logloss: 0.376169
[10] valid_0's auc: 0.90085 valid_0's binary_logloss: 0.378764 valid_1's auc: 0.904859 valid_1's binary_logloss: 0.369074
[11] valid_0's auc: 0.901544 valid_0's binary_logloss: 0.372015 valid_1's auc: 0.905244 valid_1's binary_logloss: 0.36246
[12] valid_0's auc: 0.902572 valid_0's binary_logloss: 0.366163 valid_1's auc: 0.905663 valid_1's binary_logloss: 0.356912
[13] valid_0's auc: 0.903409 valid_0's binary_logloss: 0.360834 valid_1's auc: 0.905934 valid_1's binary_logloss: 0.352169
[14] valid_0's auc: 0.904166 valid_0's binary_logloss: 0.356033 valid_1's auc: 0.906466 valid_1's binary_logloss: 0.347704
[15] valid_0's auc: 0.904984 valid_0's binary_logloss: 0.351614 valid_1's auc: 0.906578 valid_1's binary_logloss: 0.344168
[16] valid_0's auc: 0.905714 valid_0's binary_logloss: 0.347783 valid_1's auc: 0.906981 valid_1's binary_logloss: 0.34075
[17] valid_0's auc: 0.906246 valid_0's binary_logloss: 0.344301 valid_1's auc: 0.907143 valid_1's binary_logloss: 0.337847
[18] valid_0's auc: 0.90728 valid_0's binary_logloss: 0.340983 valid_1's auc: 0.907423 valid_1's binary_logloss: 0.335175
[19] valid_0's auc: 0.907688 valid_0's binary_logloss: 0.338297 valid_1's auc: 0.90762 valid_1's binary_logloss: 0.332981
[20] valid_0's auc: 0.908408 valid_0's binary_logloss: 0.335618 valid_1's auc: 0.907783 valid_1's binary_logloss: 0.331061
[21] valid_0's auc: 0.909061 valid_0's binary_logloss: 0.333145 valid_1's auc: 0.907854 valid_1's binary_logloss: 0.329397
[22] valid_0's auc: 0.909826 valid_0's binary_logloss: 0.330782 valid_1's auc: 0.907902 valid_1's binary_logloss: 0.327969
[23] valid_0's auc: 0.91065 valid_0's binary_logloss: 0.328456 valid_1's auc: 0.908232 valid_1's binary_logloss: 0.326281
[24] valid_0's auc: 0.911281 valid_0's binary_logloss: 0.326372 valid_1's auc: 0.908587 valid_1's binary_logloss: 0.324744
[25] valid_0's auc: 0.911828 valid_0's binary_logloss: 0.324552 valid_1's auc: 0.908584 valid_1's binary_logloss: 0.323621
[26] valid_0's auc: 0.912259 valid_0's binary_logloss: 0.322968 valid_1's auc: 0.908733 valid_1's binary_logloss: 0.322513
[27] valid_0's auc: 0.912769 valid_0's binary_logloss: 0.321367 valid_1's auc: 0.908998 valid_1's binary_logloss: 0.321379
[28] valid_0's auc: 0.913292 valid_0's binary_logloss: 0.319838 valid_1's auc: 0.90903 valid_1's binary_logloss: 0.320657
[29] valid_0's auc: 0.913879 valid_0's binary_logloss: 0.318352 valid_1's auc: 0.908965 valid_1's binary_logloss: 0.320061
[30] valid_0's auc: 0.914273 valid_0's binary_logloss: 0.317119 valid_1's auc: 0.909043 valid_1's binary_logloss: 0.319426
[31] valid_0's auc: 0.914778 valid_0's binary_logloss: 0.315856 valid_1's auc: 0.909101 valid_1's binary_logloss: 0.318886
[32] valid_0's auc: 0.915165 valid_0's binary_logloss: 0.31472 valid_1's auc: 0.90916 valid_1's binary_logloss: 0.318401
[33] valid_0's auc: 0.915587 valid_0's binary_logloss: 0.313594 valid_1's auc: 0.909288 valid_1's binary_logloss: 0.317881
[34] valid_0's auc: 0.916204 valid_0's binary_logloss: 0.312259 valid_1's auc: 0.90929 valid_1's binary_logloss: 0.317648
[35] valid_0's auc: 0.916597 valid_0's binary_logloss: 0.311226 valid_1's auc: 0.909404 valid_1's binary_logloss: 0.317119
[36] valid_0's auc: 0.917055 valid_0's binary_logloss: 0.310184 valid_1's auc: 0.909525 valid_1's binary_logloss: 0.316668
[37] valid_0's auc: 0.917456 valid_0's binary_logloss: 0.309239 valid_1's auc: 0.909523 valid_1's binary_logloss: 0.316417
[38] valid_0's auc: 0.917845 valid_0's binary_logloss: 0.308389 valid_1's auc: 0.909469 valid_1's binary_logloss: 0.316263
[39] valid_0's auc: 0.918247 valid_0's binary_logloss: 0.307465 valid_1's auc: 0.909394 valid_1's binary_logloss: 0.316188
[40] valid_0's auc: 0.918689 valid_0's binary_logloss: 0.306525 valid_1's auc: 0.90919 valid_1's binary_logloss: 0.316355
[41] valid_0's auc: 0.919074 valid_0's binary_logloss: 0.305733 valid_1's auc: 0.909194 valid_1's binary_logloss: 0.316209
[42] valid_0's auc: 0.919468 valid_0's binary_logloss: 0.30486 valid_1's auc: 0.90911 valid_1's binary_logloss: 0.316194
[43] valid_0's auc: 0.919843 valid_0's binary_logloss: 0.304037 valid_1's auc: 0.909134 valid_1's binary_logloss: 0.31607
[44] valid_0's auc: 0.92022 valid_0's binary_logloss: 0.303238 valid_1's auc: 0.909093 valid_1's binary_logloss: 0.31603
[45] valid_0's auc: 0.920556 valid_0's binary_logloss: 0.302545 valid_1's auc: 0.909079 valid_1's binary_logloss: 0.315931
[46] valid_0's auc: 0.920891 valid_0's binary_logloss: 0.30179 valid_1's auc: 0.909124 valid_1's binary_logloss: 0.31577
[47] valid_0's auc: 0.921258 valid_0's binary_logloss: 0.301129 valid_1's auc: 0.909124 valid_1's binary_logloss: 0.315691
[48] valid_0's auc: 0.921526 valid_0's binary_logloss: 0.300569 valid_1's auc: 0.909048 valid_1's binary_logloss: 0.315767
[49] valid_0's auc: 0.921836 valid_0's binary_logloss: 0.299924 valid_1's auc: 0.909038 valid_1's binary_logloss: 0.315706
[50] valid_0's auc: 0.922194 valid_0's binary_logloss: 0.299257 valid_1's auc: 0.909013 valid_1's binary_logloss: 0.31569
[51] valid_0's auc: 0.922461 valid_0's binary_logloss: 0.298705 valid_1's auc: 0.909016 valid_1's binary_logloss: 0.31568
[52] valid_0's auc: 0.922743 valid_0's binary_logloss: 0.298202 valid_1's auc: 0.908913 valid_1's binary_logloss: 0.315769
[53] valid_0's auc: 0.923049 valid_0's binary_logloss: 0.297602 valid_1's auc: 0.909016 valid_1's binary_logloss: 0.315559
[54] valid_0's auc: 0.923299 valid_0's binary_logloss: 0.297118 valid_1's auc: 0.908834 valid_1's binary_logloss: 0.315769
[55] valid_0's auc: 0.92355 valid_0's binary_logloss: 0.296607 valid_1's auc: 0.908724 valid_1's binary_logloss: 0.315892
[56] valid_0's auc: 0.923788 valid_0's binary_logloss: 0.296101 valid_1's auc: 0.908669 valid_1's binary_logloss: 0.315888
[57] valid_0's auc: 0.92408 valid_0's binary_logloss: 0.295571 valid_1's auc: 0.908711 valid_1's binary_logloss: 0.315809
[58] valid_0's auc: 0.924463 valid_0's binary_logloss: 0.294925 valid_1's auc: 0.9087 valid_1's binary_logloss: 0.315791
[59] valid_0's auc: 0.924823 valid_0's binary_logloss: 0.294296 valid_1's auc: 0.908785 valid_1's binary_logloss: 0.315673
[60] valid_0's auc: 0.925159 valid_0's binary_logloss: 0.293739 valid_1's auc: 0.908687 valid_1's binary_logloss: 0.315886
[61] valid_0's auc: 0.925459 valid_0's binary_logloss: 0.293252 valid_1's auc: 0.908516 valid_1's binary_logloss: 0.316177
[62] valid_0's auc: 0.925813 valid_0's binary_logloss: 0.292643 valid_1's auc: 0.908349 valid_1's binary_logloss: 0.316386
[63] valid_0's auc: 0.926043 valid_0's binary_logloss: 0.292193 valid_1's auc: 0.908261 valid_1's binary_logloss: 0.316493
[64] valid_0's auc: 0.926286 valid_0's binary_logloss: 0.291752 valid_1's auc: 0.908255 valid_1's binary_logloss: 0.316528
[65] valid_0's auc: 0.926536 valid_0's binary_logloss: 0.291299 valid_1's auc: 0.908362 valid_1's binary_logloss: 0.316372
[66] valid_0's auc: 0.926795 valid_0's binary_logloss: 0.290837 valid_1's auc: 0.90826 valid_1's binary_logloss: 0.316494
[67] valid_0's auc: 0.927055 valid_0's binary_logloss: 0.290367 valid_1's auc: 0.908259 valid_1's binary_logloss: 0.316577
[68] valid_0's auc: 0.927235 valid_0's binary_logloss: 0.290034 valid_1's auc: 0.908203 valid_1's binary_logloss: 0.31661
[69] valid_0's auc: 0.927487 valid_0's binary_logloss: 0.289541 valid_1's auc: 0.908148 valid_1's binary_logloss: 0.316702
[70] valid_0's auc: 0.927764 valid_0's binary_logloss: 0.289032 valid_1's auc: 0.908076 valid_1's binary_logloss: 0.3168
[71] valid_0's auc: 0.928041 valid_0's binary_logloss: 0.288516 valid_1's auc: 0.907992 valid_1's binary_logloss: 0.316959
[72] valid_0's auc: 0.928403 valid_0's binary_logloss: 0.287954 valid_1's auc: 0.908001 valid_1's binary_logloss: 0.31693
[73] valid_0's auc: 0.92867 valid_0's binary_logloss: 0.287474 valid_1's auc: 0.908048 valid_1's binary_logloss: 0.316926
[74] valid_0's auc: 0.92883 valid_0's binary_logloss: 0.287143 valid_1's auc: 0.908129 valid_1's binary_logloss: 0.316815
[75] valid_0's auc: 0.929105 valid_0's binary_logloss: 0.286651 valid_1's auc: 0.908089 valid_1's binary_logloss: 0.316882
[76] valid_0's auc: 0.929344 valid_0's binary_logloss: 0.286229 valid_1's auc: 0.908056 valid_1's binary_logloss: 0.316958
[77] valid_0's auc: 0.929541 valid_0's binary_logloss: 0.285854 valid_1's auc: 0.907887 valid_1's binary_logloss: 0.317259
[78] valid_0's auc: 0.929747 valid_0's binary_logloss: 0.2855 valid_1's auc: 0.907871 valid_1's binary_logloss: 0.317248
[79] valid_0's auc: 0.929961 valid_0's binary_logloss: 0.285092 valid_1's auc: 0.907776 valid_1's binary_logloss: 0.317469
[80] valid_0's auc: 0.930182 valid_0's binary_logloss: 0.284749 valid_1's auc: 0.90779 valid_1's binary_logloss: 0.317454
[81] valid_0's auc: 0.930484 valid_0's binary_logloss: 0.284228 valid_1's auc: 0.90778 valid_1's binary_logloss: 0.317445
[82] valid_0's auc: 0.930752 valid_0's binary_logloss: 0.283799 valid_1's auc: 0.907838 valid_1's binary_logloss: 0.317316
[83] valid_0's auc: 0.930985 valid_0's binary_logloss: 0.283347 valid_1's auc: 0.907827 valid_1's binary_logloss: 0.317368
[84] valid_0's auc: 0.931216 valid_0's binary_logloss: 0.282959 valid_1's auc: 0.907863 valid_1's binary_logloss: 0.317368
[85] valid_0's auc: 0.93137 valid_0's binary_logloss: 0.282683 valid_1's auc: 0.907742 valid_1's binary_logloss: 0.317544
[86] valid_0's auc: 0.931629 valid_0's binary_logloss: 0.28225 valid_1's auc: 0.907811 valid_1's binary_logloss: 0.317469
[87] valid_0's auc: 0.931938 valid_0's binary_logloss: 0.281722 valid_1's auc: 0.907702 valid_1's binary_logloss: 0.317662
[88] valid_0's auc: 0.932099 valid_0's binary_logloss: 0.281383 valid_1's auc: 0.90765 valid_1's binary_logloss: 0.317798
[89] valid_0's auc: 0.93232 valid_0's binary_logloss: 0.280998 valid_1's auc: 0.907589 valid_1's binary_logloss: 0.317898
[90] valid_0's auc: 0.932602 valid_0's binary_logloss: 0.28053 valid_1's auc: 0.907611 valid_1's binary_logloss: 0.31792
[91] valid_0's auc: 0.932778 valid_0's binary_logloss: 0.280208 valid_1's auc: 0.907607 valid_1's binary_logloss: 0.317958
[92] valid_0's auc: 0.932993 valid_0's binary_logloss: 0.279821 valid_1's auc: 0.907576 valid_1's binary_logloss: 0.318052
[93] valid_0's auc: 0.933286 valid_0's binary_logloss: 0.279352 valid_1's auc: 0.907599 valid_1's binary_logloss: 0.318108
[94] valid_0's auc: 0.933531 valid_0's binary_logloss: 0.278951 valid_1's auc: 0.907591 valid_1's binary_logloss: 0.3181
[95] valid_0's auc: 0.933767 valid_0's binary_logloss: 0.27857 valid_1's auc: 0.90751 valid_1's binary_logloss: 0.318217
[96] valid_0's auc: 0.933968 valid_0's binary_logloss: 0.278262 valid_1's auc: 0.907487 valid_1's binary_logloss: 0.318262
[97] valid_0's auc: 0.934129 valid_0's binary_logloss: 0.277986 valid_1's auc: 0.907454 valid_1's binary_logloss: 0.318312
[98] valid_0's auc: 0.934335 valid_0's binary_logloss: 0.277631 valid_1's auc: 0.90736 valid_1's binary_logloss: 0.318435
[99] valid_0's auc: 0.934541 valid_0's binary_logloss: 0.277266 valid_1's auc: 0.907367 valid_1's binary_logloss: 0.318485
[100] valid_0's auc: 0.934777 valid_0's binary_logloss: 0.276843 valid_1's auc: 0.907282 valid_1's binary_logloss: 0.318649
[101] valid_0's auc: 0.93499 valid_0's binary_logloss: 0.276494 valid_1's auc: 0.907275 valid_1's binary_logloss: 0.318708
[102] valid_0's auc: 0.935186 valid_0's binary_logloss: 0.27611 valid_1's auc: 0.907215 valid_1's binary_logloss: 0.31884
[103] valid_0's auc: 0.935369 valid_0's binary_logloss: 0.27581 valid_1's auc: 0.907264 valid_1's binary_logloss: 0.318753
[104] valid_0's auc: 0.935616 valid_0's binary_logloss: 0.275373 valid_1's auc: 0.907236 valid_1's binary_logloss: 0.318815
[105] valid_0's auc: 0.935832 valid_0's binary_logloss: 0.275026 valid_1's auc: 0.907294 valid_1's binary_logloss: 0.318702
[106] valid_0's auc: 0.936047 valid_0's binary_logloss: 0.274648 valid_1's auc: 0.907097 valid_1's binary_logloss: 0.31902
[107] valid_0's auc: 0.936236 valid_0's binary_logloss: 0.274316 valid_1's auc: 0.907063 valid_1's binary_logloss: 0.319115
[108] valid_0's auc: 0.936403 valid_0's binary_logloss: 0.274024 valid_1's auc: 0.906923 valid_1's binary_logloss: 0.319412
[109] valid_0's auc: 0.936558 valid_0's binary_logloss: 0.273755 valid_1's auc: 0.907004 valid_1's binary_logloss: 0.319294
[110] valid_0's auc: 0.936801 valid_0's binary_logloss: 0.273328 valid_1's auc: 0.906893 valid_1's binary_logloss: 0.319473
[111] valid_0's auc: 0.936999 valid_0's binary_logloss: 0.27296 valid_1's auc: 0.906856 valid_1's binary_logloss: 0.319543
[112] valid_0's auc: 0.937193 valid_0's binary_logloss: 0.272599 valid_1's auc: 0.906714 valid_1's binary_logloss: 0.319848
[113] valid_0's auc: 0.937312 valid_0's binary_logloss: 0.272386 valid_1's auc: 0.906682 valid_1's binary_logloss: 0.319922
[114] valid_0's auc: 0.937499 valid_0's binary_logloss: 0.272065 valid_1's auc: 0.906594 valid_1's binary_logloss: 0.32008
[115] valid_0's auc: 0.937663 valid_0's binary_logloss: 0.271751 valid_1's auc: 0.906521 valid_1's binary_logloss: 0.320239
[116] valid_0's auc: 0.937795 valid_0's binary_logloss: 0.271507 valid_1's auc: 0.906597 valid_1's binary_logloss: 0.320137
[117] valid_0's auc: 0.93801 valid_0's binary_logloss: 0.271106 valid_1's auc: 0.90662 valid_1's binary_logloss: 0.320143
[118] valid_0's auc: 0.938196 valid_0's binary_logloss: 0.270758 valid_1's auc: 0.906525 valid_1's binary_logloss: 0.320335
[119] valid_0's auc: 0.938401 valid_0's binary_logloss: 0.270423 valid_1's auc: 0.906408 valid_1's binary_logloss: 0.320509
[120] valid_0's auc: 0.938573 valid_0's binary_logloss: 0.270139 valid_1's auc: 0.906343 valid_1's binary_logloss: 0.320625
[121] valid_0's auc: 0.938739 valid_0's binary_logloss: 0.269845 valid_1's auc: 0.906315 valid_1's binary_logloss: 0.320734
[122] valid_0's auc: 0.938932 valid_0's binary_logloss: 0.269495 valid_1's auc: 0.906147 valid_1's binary_logloss: 0.320985
[123] valid_0's auc: 0.939103 valid_0's binary_logloss: 0.269178 valid_1's auc: 0.90611 valid_1's binary_logloss: 0.321084
[124] valid_0's auc: 0.939306 valid_0's binary_logloss: 0.268825 valid_1's auc: 0.906015 valid_1's binary_logloss: 0.321262
[125] valid_0's auc: 0.939483 valid_0's binary_logloss: 0.268519 valid_1's auc: 0.905925 valid_1's binary_logloss: 0.321408
[126] valid_0's auc: 0.939615 valid_0's binary_logloss: 0.268263 valid_1's auc: 0.905864 valid_1's binary_logloss: 0.321589
[127] valid_0's auc: 0.939773 valid_0's binary_logloss: 0.267957 valid_1's auc: 0.905828 valid_1's binary_logloss: 0.321712
[128] valid_0's auc: 0.939898 valid_0's binary_logloss: 0.26772 valid_1's auc: 0.905789 valid_1's binary_logloss: 0.321791
[129] valid_0's auc: 0.940027 valid_0's binary_logloss: 0.267469 valid_1's auc: 0.905776 valid_1's binary_logloss: 0.321854
[130] valid_0's auc: 0.940193 valid_0's binary_logloss: 0.267161 valid_1's auc: 0.905695 valid_1's binary_logloss: 0.32201
[131] valid_0's auc: 0.940319 valid_0's binary_logloss: 0.26692 valid_1's auc: 0.905662 valid_1's binary_logloss: 0.322084
[132] valid_0's auc: 0.940397 valid_0's binary_logloss: 0.266761 valid_1's auc: 0.905587 valid_1's binary_logloss: 0.322222
[133] valid_0's auc: 0.940548 valid_0's binary_logloss: 0.266503 valid_1's auc: 0.90554 valid_1's binary_logloss: 0.322282
[134] valid_0's auc: 0.940775 valid_0's binary_logloss: 0.266129 valid_1's auc: 0.905529 valid_1's binary_logloss: 0.32229
[135] valid_0's auc: 0.941025 valid_0's binary_logloss: 0.265689 valid_1's auc: 0.905494 valid_1's binary_logloss: 0.322373
[136] valid_0's auc: 0.94115 valid_0's binary_logloss: 0.265449 valid_1's auc: 0.905453 valid_1's binary_logloss: 0.322479
Early stopping, best iteration is:
[36] valid_0's auc: 0.917055 valid_0's binary_logloss: 0.310184 valid_1's auc: 0.909525 valid_1's binary_logloss: 0.316668
[1] valid_0's auc: 0.888249 valid_0's binary_logloss: 0.517487 valid_1's auc: 0.892473 valid_1's binary_logloss: 0.508682
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.8932 valid_0's binary_logloss: 0.488767 valid_1's auc: 0.898628 valid_1's binary_logloss: 0.47931
[3] valid_0's auc: 0.893892 valid_0's binary_logloss: 0.46573 valid_1's auc: 0.899079 valid_1's binary_logloss: 0.45581
[4] valid_0's auc: 0.895475 valid_0's binary_logloss: 0.446714 valid_1's auc: 0.900674 valid_1's binary_logloss: 0.436743
[5] valid_0's auc: 0.897074 valid_0's binary_logloss: 0.430337 valid_1's auc: 0.90173 valid_1's binary_logloss: 0.42032
[6] valid_0's auc: 0.898357 valid_0's binary_logloss: 0.416642 valid_1's auc: 0.902698 valid_1's binary_logloss: 0.406406
[7] valid_0's auc: 0.899307 valid_0's binary_logloss: 0.404911 valid_1's auc: 0.903472 valid_1's binary_logloss: 0.394687
[8] valid_0's auc: 0.900174 valid_0's binary_logloss: 0.394885 valid_1's auc: 0.904079 valid_1's binary_logloss: 0.384734
[9] valid_0's auc: 0.901445 valid_0's binary_logloss: 0.385831 valid_1's auc: 0.904686 valid_1's binary_logloss: 0.375986
[10] valid_0's auc: 0.901761 valid_0's binary_logloss: 0.378314 valid_1's auc: 0.905095 valid_1's binary_logloss: 0.368578
[11] valid_0's auc: 0.902733 valid_0's binary_logloss: 0.371404 valid_1's auc: 0.905468 valid_1's binary_logloss: 0.362191
[12] valid_0's auc: 0.903536 valid_0's binary_logloss: 0.365482 valid_1's auc: 0.9056 valid_1's binary_logloss: 0.356725
[13] valid_0's auc: 0.903939 valid_0's binary_logloss: 0.360327 valid_1's auc: 0.905926 valid_1's binary_logloss: 0.352125
[14] valid_0's auc: 0.905183 valid_0's binary_logloss: 0.355358 valid_1's auc: 0.906337 valid_1's binary_logloss: 0.347748
[15] valid_0's auc: 0.905915 valid_0's binary_logloss: 0.351013 valid_1's auc: 0.906789 valid_1's binary_logloss: 0.343933
[16] valid_0's auc: 0.906648 valid_0's binary_logloss: 0.347095 valid_1's auc: 0.907136 valid_1's binary_logloss: 0.340623
[17] valid_0's auc: 0.907042 valid_0's binary_logloss: 0.343795 valid_1's auc: 0.907146 valid_1's binary_logloss: 0.337806
[18] valid_0's auc: 0.907613 valid_0's binary_logloss: 0.340701 valid_1's auc: 0.907383 valid_1's binary_logloss: 0.335307
[19] valid_0's auc: 0.9081 valid_0's binary_logloss: 0.337909 valid_1's auc: 0.907772 valid_1's binary_logloss: 0.332832
[20] valid_0's auc: 0.908551 valid_0's binary_logloss: 0.335421 valid_1's auc: 0.907616 valid_1's binary_logloss: 0.331094
[21] valid_0's auc: 0.909266 valid_0's binary_logloss: 0.332931 valid_1's auc: 0.907861 valid_1's binary_logloss: 0.329282
[22] valid_0's auc: 0.909785 valid_0's binary_logloss: 0.330757 valid_1's auc: 0.907901 valid_1's binary_logloss: 0.327887
[23] valid_0's auc: 0.910383 valid_0's binary_logloss: 0.328569 valid_1's auc: 0.908097 valid_1's binary_logloss: 0.326331
[24] valid_0's auc: 0.910975 valid_0's binary_logloss: 0.326595 valid_1's auc: 0.908336 valid_1's binary_logloss: 0.325034
[25] valid_0's auc: 0.911519 valid_0's binary_logloss: 0.324821 valid_1's auc: 0.908426 valid_1's binary_logloss: 0.323904
[26] valid_0's auc: 0.912141 valid_0's binary_logloss: 0.323045 valid_1's auc: 0.908767 valid_1's binary_logloss: 0.322654
[27] valid_0's auc: 0.912654 valid_0's binary_logloss: 0.321415 valid_1's auc: 0.908843 valid_1's binary_logloss: 0.321844
[28] valid_0's auc: 0.913134 valid_0's binary_logloss: 0.319969 valid_1's auc: 0.908835 valid_1's binary_logloss: 0.321096
[29] valid_0's auc: 0.913783 valid_0's binary_logloss: 0.318373 valid_1's auc: 0.908936 valid_1's binary_logloss: 0.320357
[30] valid_0's auc: 0.914217 valid_0's binary_logloss: 0.317083 valid_1's auc: 0.909009 valid_1's binary_logloss: 0.319712
[31] valid_0's auc: 0.914768 valid_0's binary_logloss: 0.315701 valid_1's auc: 0.909175 valid_1's binary_logloss: 0.319049
[32] valid_0's auc: 0.915208 valid_0's binary_logloss: 0.314525 valid_1's auc: 0.909146 valid_1's binary_logloss: 0.318692
[33] valid_0's auc: 0.915691 valid_0's binary_logloss: 0.313365 valid_1's auc: 0.909114 valid_1's binary_logloss: 0.318322
[34] valid_0's auc: 0.916047 valid_0's binary_logloss: 0.312374 valid_1's auc: 0.909152 valid_1's binary_logloss: 0.317849
[35] valid_0's auc: 0.916531 valid_0's binary_logloss: 0.311286 valid_1's auc: 0.90923 valid_1's binary_logloss: 0.317481
[36] valid_0's auc: 0.916932 valid_0's binary_logloss: 0.310326 valid_1's auc: 0.909362 valid_1's binary_logloss: 0.317036
[37] valid_0's auc: 0.917311 valid_0's binary_logloss: 0.309497 valid_1's auc: 0.909237 valid_1's binary_logloss: 0.316952
[38] valid_0's auc: 0.917746 valid_0's binary_logloss: 0.308587 valid_1's auc: 0.909238 valid_1's binary_logloss: 0.31681
[39] valid_0's auc: 0.918108 valid_0's binary_logloss: 0.307735 valid_1's auc: 0.909209 valid_1's binary_logloss: 0.316662
[40] valid_0's auc: 0.918504 valid_0's binary_logloss: 0.30687 valid_1's auc: 0.909265 valid_1's binary_logloss: 0.316355
[41] valid_0's auc: 0.918913 valid_0's binary_logloss: 0.306026 valid_1's auc: 0.909404 valid_1's binary_logloss: 0.316055
[42] valid_0's auc: 0.919225 valid_0's binary_logloss: 0.305318 valid_1's auc: 0.909454 valid_1's binary_logloss: 0.315766
[43] valid_0's auc: 0.919511 valid_0's binary_logloss: 0.304647 valid_1's auc: 0.909463 valid_1's binary_logloss: 0.315646
[44] valid_0's auc: 0.919871 valid_0's binary_logloss: 0.303869 valid_1's auc: 0.909406 valid_1's binary_logloss: 0.315599
[45] valid_0's auc: 0.920215 valid_0's binary_logloss: 0.303093 valid_1's auc: 0.909332 valid_1's binary_logloss: 0.315542
[46] valid_0's auc: 0.920636 valid_0's binary_logloss: 0.302305 valid_1's auc: 0.909375 valid_1's binary_logloss: 0.315391
[47] valid_0's auc: 0.921014 valid_0's binary_logloss: 0.301572 valid_1's auc: 0.909461 valid_1's binary_logloss: 0.31518
[48] valid_0's auc: 0.921374 valid_0's binary_logloss: 0.300887 valid_1's auc: 0.909576 valid_1's binary_logloss: 0.31499
[49] valid_0's auc: 0.921675 valid_0's binary_logloss: 0.300282 valid_1's auc: 0.909713 valid_1's binary_logloss: 0.314676
[50] valid_0's auc: 0.922088 valid_0's binary_logloss: 0.299604 valid_1's auc: 0.909627 valid_1's binary_logloss: 0.314743
[51] valid_0's auc: 0.922463 valid_0's binary_logloss: 0.298954 valid_1's auc: 0.90961 valid_1's binary_logloss: 0.314746
[52] valid_0's auc: 0.922724 valid_0's binary_logloss: 0.298433 valid_1's auc: 0.909568 valid_1's binary_logloss: 0.314726
[53] valid_0's auc: 0.923039 valid_0's binary_logloss: 0.2978 valid_1's auc: 0.909624 valid_1's binary_logloss: 0.314541
[54] valid_0's auc: 0.923312 valid_0's binary_logloss: 0.297236 valid_1's auc: 0.909536 valid_1's binary_logloss: 0.314566
[55] valid_0's auc: 0.923702 valid_0's binary_logloss: 0.296604 valid_1's auc: 0.90956 valid_1's binary_logloss: 0.3145
[56] valid_0's auc: 0.924015 valid_0's binary_logloss: 0.29603 valid_1's auc: 0.909508 valid_1's binary_logloss: 0.314549
[57] valid_0's auc: 0.924248 valid_0's binary_logloss: 0.295612 valid_1's auc: 0.909419 valid_1's binary_logloss: 0.314627
[58] valid_0's auc: 0.924539 valid_0's binary_logloss: 0.295069 valid_1's auc: 0.909256 valid_1's binary_logloss: 0.314842
[59] valid_0's auc: 0.9249 valid_0's binary_logloss: 0.294407 valid_1's auc: 0.909087 valid_1's binary_logloss: 0.315108
[60] valid_0's auc: 0.925204 valid_0's binary_logloss: 0.293899 valid_1's auc: 0.908966 valid_1's binary_logloss: 0.315257
[61] valid_0's auc: 0.925557 valid_0's binary_logloss: 0.293315 valid_1's auc: 0.908992 valid_1's binary_logloss: 0.315222
[62] valid_0's auc: 0.925914 valid_0's binary_logloss: 0.292743 valid_1's auc: 0.908827 valid_1's binary_logloss: 0.315425
[63] valid_0's auc: 0.926273 valid_0's binary_logloss: 0.292108 valid_1's auc: 0.908847 valid_1's binary_logloss: 0.315355
[64] valid_0's auc: 0.926577 valid_0's binary_logloss: 0.29156 valid_1's auc: 0.908805 valid_1's binary_logloss: 0.315387
[65] valid_0's auc: 0.92686 valid_0's binary_logloss: 0.291077 valid_1's auc: 0.908848 valid_1's binary_logloss: 0.315337
[66] valid_0's auc: 0.927178 valid_0's binary_logloss: 0.290535 valid_1's auc: 0.908839 valid_1's binary_logloss: 0.315405
[67] valid_0's auc: 0.927402 valid_0's binary_logloss: 0.290102 valid_1's auc: 0.908924 valid_1's binary_logloss: 0.315265
[68] valid_0's auc: 0.927704 valid_0's binary_logloss: 0.289578 valid_1's auc: 0.908815 valid_1's binary_logloss: 0.315435
[69] valid_0's auc: 0.927945 valid_0's binary_logloss: 0.289142 valid_1's auc: 0.908698 valid_1's binary_logloss: 0.315628
[70] valid_0's auc: 0.928201 valid_0's binary_logloss: 0.288689 valid_1's auc: 0.908601 valid_1's binary_logloss: 0.315722
[71] valid_0's auc: 0.928469 valid_0's binary_logloss: 0.288194 valid_1's auc: 0.908536 valid_1's binary_logloss: 0.315815
[72] valid_0's auc: 0.928753 valid_0's binary_logloss: 0.287728 valid_1's auc: 0.908512 valid_1's binary_logloss: 0.315861
[73] valid_0's auc: 0.928968 valid_0's binary_logloss: 0.287353 valid_1's auc: 0.908454 valid_1's binary_logloss: 0.315948
[74] valid_0's auc: 0.929261 valid_0's binary_logloss: 0.286877 valid_1's auc: 0.908341 valid_1's binary_logloss: 0.316054
[75] valid_0's auc: 0.929478 valid_0's binary_logloss: 0.28648 valid_1's auc: 0.908271 valid_1's binary_logloss: 0.31615
[76] valid_0's auc: 0.929763 valid_0's binary_logloss: 0.286003 valid_1's auc: 0.908261 valid_1's binary_logloss: 0.316199
[77] valid_0's auc: 0.93001 valid_0's binary_logloss: 0.285585 valid_1's auc: 0.908186 valid_1's binary_logloss: 0.316322
[78] valid_0's auc: 0.930324 valid_0's binary_logloss: 0.284986 valid_1's auc: 0.908011 valid_1's binary_logloss: 0.316583
[79] valid_0's auc: 0.930566 valid_0's binary_logloss: 0.284558 valid_1's auc: 0.908012 valid_1's binary_logloss: 0.316613
[80] valid_0's auc: 0.930865 valid_0's binary_logloss: 0.284025 valid_1's auc: 0.908059 valid_1's binary_logloss: 0.316538
[81] valid_0's auc: 0.931077 valid_0's binary_logloss: 0.283626 valid_1's auc: 0.908084 valid_1's binary_logloss: 0.316525
[82] valid_0's auc: 0.93139 valid_0's binary_logloss: 0.283085 valid_1's auc: 0.908009 valid_1's binary_logloss: 0.316653
[83] valid_0's auc: 0.931652 valid_0's binary_logloss: 0.282661 valid_1's auc: 0.907995 valid_1's binary_logloss: 0.316681
[84] valid_0's auc: 0.931934 valid_0's binary_logloss: 0.282182 valid_1's auc: 0.907998 valid_1's binary_logloss: 0.316722
[85] valid_0's auc: 0.932186 valid_0's binary_logloss: 0.281767 valid_1's auc: 0.907948 valid_1's binary_logloss: 0.316798
[86] valid_0's auc: 0.932442 valid_0's binary_logloss: 0.281326 valid_1's auc: 0.907926 valid_1's binary_logloss: 0.316882
[87] valid_0's auc: 0.932631 valid_0's binary_logloss: 0.280966 valid_1's auc: 0.907888 valid_1's binary_logloss: 0.316957
[88] valid_0's auc: 0.93282 valid_0's binary_logloss: 0.280629 valid_1's auc: 0.907909 valid_1's binary_logloss: 0.316945
[89] valid_0's auc: 0.933104 valid_0's binary_logloss: 0.280152 valid_1's auc: 0.907887 valid_1's binary_logloss: 0.31701
[90] valid_0's auc: 0.93336 valid_0's binary_logloss: 0.279675 valid_1's auc: 0.907683 valid_1's binary_logloss: 0.31735
[91] valid_0's auc: 0.93356 valid_0's binary_logloss: 0.279337 valid_1's auc: 0.907747 valid_1's binary_logloss: 0.317254
[92] valid_0's auc: 0.933782 valid_0's binary_logloss: 0.278958 valid_1's auc: 0.907664 valid_1's binary_logloss: 0.317437
[93] valid_0's auc: 0.934021 valid_0's binary_logloss: 0.278582 valid_1's auc: 0.907579 valid_1's binary_logloss: 0.317572
[94] valid_0's auc: 0.934212 valid_0's binary_logloss: 0.278248 valid_1's auc: 0.907515 valid_1's binary_logloss: 0.317668
[95] valid_0's auc: 0.934444 valid_0's binary_logloss: 0.27786 valid_1's auc: 0.907487 valid_1's binary_logloss: 0.317755
[96] valid_0's auc: 0.934636 valid_0's binary_logloss: 0.277537 valid_1's auc: 0.907453 valid_1's binary_logloss: 0.317832
[97] valid_0's auc: 0.934823 valid_0's binary_logloss: 0.277222 valid_1's auc: 0.907458 valid_1's binary_logloss: 0.317821
[98] valid_0's auc: 0.935064 valid_0's binary_logloss: 0.276787 valid_1's auc: 0.907402 valid_1's binary_logloss: 0.317956
[99] valid_0's auc: 0.935276 valid_0's binary_logloss: 0.276432 valid_1's auc: 0.907501 valid_1's binary_logloss: 0.317839
[100] valid_0's auc: 0.935425 valid_0's binary_logloss: 0.276143 valid_1's auc: 0.90747 valid_1's binary_logloss: 0.317915
[101] valid_0's auc: 0.935644 valid_0's binary_logloss: 0.275714 valid_1's auc: 0.907447 valid_1's binary_logloss: 0.317948
[102] valid_0's auc: 0.935851 valid_0's binary_logloss: 0.275366 valid_1's auc: 0.907465 valid_1's binary_logloss: 0.317915
[103] valid_0's auc: 0.936053 valid_0's binary_logloss: 0.275008 valid_1's auc: 0.90744 valid_1's binary_logloss: 0.317973
[104] valid_0's auc: 0.936313 valid_0's binary_logloss: 0.274583 valid_1's auc: 0.907374 valid_1's binary_logloss: 0.318049
[105] valid_0's auc: 0.936509 valid_0's binary_logloss: 0.274243 valid_1's auc: 0.907359 valid_1's binary_logloss: 0.318051
[106] valid_0's auc: 0.936716 valid_0's binary_logloss: 0.273881 valid_1's auc: 0.907379 valid_1's binary_logloss: 0.318062
[107] valid_0's auc: 0.936891 valid_0's binary_logloss: 0.273579 valid_1's auc: 0.907397 valid_1's binary_logloss: 0.318025
[108] valid_0's auc: 0.937127 valid_0's binary_logloss: 0.273147 valid_1's auc: 0.907435 valid_1's binary_logloss: 0.318015
[109] valid_0's auc: 0.937406 valid_0's binary_logloss: 0.272674 valid_1's auc: 0.90745 valid_1's binary_logloss: 0.318016
[110] valid_0's auc: 0.937577 valid_0's binary_logloss: 0.272386 valid_1's auc: 0.907433 valid_1's binary_logloss: 0.318049
[111] valid_0's auc: 0.937795 valid_0's binary_logloss: 0.272011 valid_1's auc: 0.907365 valid_1's binary_logloss: 0.318174
[112] valid_0's auc: 0.937922 valid_0's binary_logloss: 0.271759 valid_1's auc: 0.907379 valid_1's binary_logloss: 0.318238
[113] valid_0's auc: 0.938076 valid_0's binary_logloss: 0.271455 valid_1's auc: 0.907386 valid_1's binary_logloss: 0.318249
[114] valid_0's auc: 0.938275 valid_0's binary_logloss: 0.271114 valid_1's auc: 0.907382 valid_1's binary_logloss: 0.318283
[115] valid_0's auc: 0.938412 valid_0's binary_logloss: 0.270862 valid_1's auc: 0.907305 valid_1's binary_logloss: 0.31843
[116] valid_0's auc: 0.938632 valid_0's binary_logloss: 0.270469 valid_1's auc: 0.90724 valid_1's binary_logloss: 0.318564
[117] valid_0's auc: 0.938786 valid_0's binary_logloss: 0.270171 valid_1's auc: 0.907203 valid_1's binary_logloss: 0.318655
[118] valid_0's auc: 0.939012 valid_0's binary_logloss: 0.269741 valid_1's auc: 0.907044 valid_1's binary_logloss: 0.318886
[119] valid_0's auc: 0.939209 valid_0's binary_logloss: 0.269365 valid_1's auc: 0.90705 valid_1's binary_logloss: 0.318959
[120] valid_0's auc: 0.93942 valid_0's binary_logloss: 0.268992 valid_1's auc: 0.907004 valid_1's binary_logloss: 0.319076
[121] valid_0's auc: 0.939536 valid_0's binary_logloss: 0.268791 valid_1's auc: 0.906981 valid_1's binary_logloss: 0.319086
[122] valid_0's auc: 0.939826 valid_0's binary_logloss: 0.268325 valid_1's auc: 0.906932 valid_1's binary_logloss: 0.319206
[123] valid_0's auc: 0.940043 valid_0's binary_logloss: 0.267903 valid_1's auc: 0.906868 valid_1's binary_logloss: 0.319365
[124] valid_0's auc: 0.940161 valid_0's binary_logloss: 0.267668 valid_1's auc: 0.906812 valid_1's binary_logloss: 0.319495
[125] valid_0's auc: 0.940282 valid_0's binary_logloss: 0.267431 valid_1's auc: 0.90667 valid_1's binary_logloss: 0.319727
[126] valid_0's auc: 0.940576 valid_0's binary_logloss: 0.266942 valid_1's auc: 0.906569 valid_1's binary_logloss: 0.319905
[127] valid_0's auc: 0.940732 valid_0's binary_logloss: 0.266683 valid_1's auc: 0.906588 valid_1's binary_logloss: 0.319875
[128] valid_0's auc: 0.940842 valid_0's binary_logloss: 0.266468 valid_1's auc: 0.906595 valid_1's binary_logloss: 0.319894
[129] valid_0's auc: 0.941003 valid_0's binary_logloss: 0.266163 valid_1's auc: 0.906545 valid_1's binary_logloss: 0.320003
[130] valid_0's auc: 0.94109 valid_0's binary_logloss: 0.265972 valid_1's auc: 0.906569 valid_1's binary_logloss: 0.319999
[131] valid_0's auc: 0.941191 valid_0's binary_logloss: 0.26577 valid_1's auc: 0.90649 valid_1's binary_logloss: 0.320172
[132] valid_0's auc: 0.941419 valid_0's binary_logloss: 0.265374 valid_1's auc: 0.906375 valid_1's binary_logloss: 0.320401
[133] valid_0's auc: 0.941617 valid_0's binary_logloss: 0.265022 valid_1's auc: 0.9062 valid_1's binary_logloss: 0.320689
[134] valid_0's auc: 0.941752 valid_0's binary_logloss: 0.264787 valid_1's auc: 0.906187 valid_1's binary_logloss: 0.320727
[135] valid_0's auc: 0.941954 valid_0's binary_logloss: 0.264419 valid_1's auc: 0.90611 valid_1's binary_logloss: 0.320908
[136] valid_0's auc: 0.942126 valid_0's binary_logloss: 0.26411 valid_1's auc: 0.906023 valid_1's binary_logloss: 0.321062
[137] valid_0's auc: 0.942355 valid_0's binary_logloss: 0.263696 valid_1's auc: 0.906081 valid_1's binary_logloss: 0.320968
[138] valid_0's auc: 0.942582 valid_0's binary_logloss: 0.263291 valid_1's auc: 0.90603 valid_1's binary_logloss: 0.321118
[139] valid_0's auc: 0.942756 valid_0's binary_logloss: 0.262965 valid_1's auc: 0.906009 valid_1's binary_logloss: 0.321225
[140] valid_0's auc: 0.942866 valid_0's binary_logloss: 0.262712 valid_1's auc: 0.905917 valid_1's binary_logloss: 0.321456
[141] valid_0's auc: 0.943043 valid_0's binary_logloss: 0.262361 valid_1's auc: 0.905968 valid_1's binary_logloss: 0.321378
[142] valid_0's auc: 0.943243 valid_0's binary_logloss: 0.262006 valid_1's auc: 0.905863 valid_1's binary_logloss: 0.321487
[143] valid_0's auc: 0.943439 valid_0's binary_logloss: 0.261645 valid_1's auc: 0.905849 valid_1's binary_logloss: 0.321548
[144] valid_0's auc: 0.94357 valid_0's binary_logloss: 0.261404 valid_1's auc: 0.905788 valid_1's binary_logloss: 0.32168
[145] valid_0's auc: 0.943704 valid_0's binary_logloss: 0.261131 valid_1's auc: 0.905757 valid_1's binary_logloss: 0.32177
[146] valid_0's auc: 0.94389 valid_0's binary_logloss: 0.26079 valid_1's auc: 0.905746 valid_1's binary_logloss: 0.321802
[147] valid_0's auc: 0.944025 valid_0's binary_logloss: 0.260532 valid_1's auc: 0.905625 valid_1's binary_logloss: 0.322039
[148] valid_0's auc: 0.944146 valid_0's binary_logloss: 0.260281 valid_1's auc: 0.905558 valid_1's binary_logloss: 0.322194
[149] valid_0's auc: 0.944251 valid_0's binary_logloss: 0.260031 valid_1's auc: 0.905528 valid_1's binary_logloss: 0.322313
Early stopping, best iteration is:
[49] valid_0's auc: 0.921675 valid_0's binary_logloss: 0.300282 valid_1's auc: 0.909713 valid_1's binary_logloss: 0.314676
[1] valid_0's auc: 0.888033 valid_0's binary_logloss: 0.517843 valid_1's auc: 0.894415 valid_1's binary_logloss: 0.508761
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891314 valid_0's binary_logloss: 0.489285 valid_1's auc: 0.895027 valid_1's binary_logloss: 0.479894
[3] valid_0's auc: 0.894088 valid_0's binary_logloss: 0.465958 valid_1's auc: 0.896489 valid_1's binary_logloss: 0.456524
[4] valid_0's auc: 0.89488 valid_0's binary_logloss: 0.446911 valid_1's auc: 0.898262 valid_1's binary_logloss: 0.43713
[5] valid_0's auc: 0.896689 valid_0's binary_logloss: 0.430552 valid_1's auc: 0.899869 valid_1's binary_logloss: 0.420594
[6] valid_0's auc: 0.898013 valid_0's binary_logloss: 0.416849 valid_1's auc: 0.901707 valid_1's binary_logloss: 0.406699
[7] valid_0's auc: 0.898754 valid_0's binary_logloss: 0.405125 valid_1's auc: 0.90195 valid_1's binary_logloss: 0.395204
[8] valid_0's auc: 0.899284 valid_0's binary_logloss: 0.395187 valid_1's auc: 0.903018 valid_1's binary_logloss: 0.385059
[9] valid_0's auc: 0.90024 valid_0's binary_logloss: 0.386298 valid_1's auc: 0.903497 valid_1's binary_logloss: 0.376501
[10] valid_0's auc: 0.900834 valid_0's binary_logloss: 0.378777 valid_1's auc: 0.903423 valid_1's binary_logloss: 0.369439
[11] valid_0's auc: 0.901409 valid_0's binary_logloss: 0.372036 valid_1's auc: 0.903966 valid_1's binary_logloss: 0.362807
[12] valid_0's auc: 0.902026 valid_0's binary_logloss: 0.366154 valid_1's auc: 0.904417 valid_1's binary_logloss: 0.357196
[13] valid_0's auc: 0.903075 valid_0's binary_logloss: 0.360671 valid_1's auc: 0.905081 valid_1's binary_logloss: 0.352152
[14] valid_0's auc: 0.904113 valid_0's binary_logloss: 0.355876 valid_1's auc: 0.905772 valid_1's binary_logloss: 0.347773
[15] valid_0's auc: 0.904685 valid_0's binary_logloss: 0.351691 valid_1's auc: 0.905867 valid_1's binary_logloss: 0.344181
[16] valid_0's auc: 0.905378 valid_0's binary_logloss: 0.34781 valid_1's auc: 0.906444 valid_1's binary_logloss: 0.340635
[17] valid_0's auc: 0.905952 valid_0's binary_logloss: 0.344376 valid_1's auc: 0.906508 valid_1's binary_logloss: 0.337845
[18] valid_0's auc: 0.906788 valid_0's binary_logloss: 0.341233 valid_1's auc: 0.906935 valid_1's binary_logloss: 0.335275
[19] valid_0's auc: 0.907429 valid_0's binary_logloss: 0.33838 valid_1's auc: 0.906997 valid_1's binary_logloss: 0.333194
[20] valid_0's auc: 0.908014 valid_0's binary_logloss: 0.33582 valid_1's auc: 0.907552 valid_1's binary_logloss: 0.330977
[21] valid_0's auc: 0.908813 valid_0's binary_logloss: 0.333265 valid_1's auc: 0.907487 valid_1's binary_logloss: 0.329429
[22] valid_0's auc: 0.909387 valid_0's binary_logloss: 0.331028 valid_1's auc: 0.907688 valid_1's binary_logloss: 0.327796
[23] valid_0's auc: 0.910076 valid_0's binary_logloss: 0.328812 valid_1's auc: 0.907986 valid_1's binary_logloss: 0.326067
[24] valid_0's auc: 0.91072 valid_0's binary_logloss: 0.326703 valid_1's auc: 0.90799 valid_1's binary_logloss: 0.324865
[25] valid_0's auc: 0.911306 valid_0's binary_logloss: 0.324845 valid_1's auc: 0.908288 valid_1's binary_logloss: 0.32359
[26] valid_0's auc: 0.911952 valid_0's binary_logloss: 0.323026 valid_1's auc: 0.908484 valid_1's binary_logloss: 0.322428
[27] valid_0's auc: 0.912603 valid_0's binary_logloss: 0.321361 valid_1's auc: 0.908713 valid_1's binary_logloss: 0.321371
[28] valid_0's auc: 0.913075 valid_0's binary_logloss: 0.319884 valid_1's auc: 0.9088 valid_1's binary_logloss: 0.320513
[29] valid_0's auc: 0.913574 valid_0's binary_logloss: 0.318534 valid_1's auc: 0.908848 valid_1's binary_logloss: 0.319844
[30] valid_0's auc: 0.914068 valid_0's binary_logloss: 0.317246 valid_1's auc: 0.90885 valid_1's binary_logloss: 0.319283
[31] valid_0's auc: 0.914558 valid_0's binary_logloss: 0.315953 valid_1's auc: 0.908851 valid_1's binary_logloss: 0.31876
[32] valid_0's auc: 0.915051 valid_0's binary_logloss: 0.314752 valid_1's auc: 0.908787 valid_1's binary_logloss: 0.318444
[33] valid_0's auc: 0.915516 valid_0's binary_logloss: 0.313565 valid_1's auc: 0.908979 valid_1's binary_logloss: 0.317865
[34] valid_0's auc: 0.915933 valid_0's binary_logloss: 0.312468 valid_1's auc: 0.909156 valid_1's binary_logloss: 0.317224
[35] valid_0's auc: 0.9164 valid_0's binary_logloss: 0.311405 valid_1's auc: 0.909273 valid_1's binary_logloss: 0.316712
[36] valid_0's auc: 0.916866 valid_0's binary_logloss: 0.310416 valid_1's auc: 0.909376 valid_1's binary_logloss: 0.31645
[37] valid_0's auc: 0.917376 valid_0's binary_logloss: 0.309342 valid_1's auc: 0.90948 valid_1's binary_logloss: 0.316021
[38] valid_0's auc: 0.917736 valid_0's binary_logloss: 0.308518 valid_1's auc: 0.909562 valid_1's binary_logloss: 0.315703
[39] valid_0's auc: 0.918141 valid_0's binary_logloss: 0.30761 valid_1's auc: 0.909584 valid_1's binary_logloss: 0.315473
[40] valid_0's auc: 0.918511 valid_0's binary_logloss: 0.306774 valid_1's auc: 0.909581 valid_1's binary_logloss: 0.315304
[41] valid_0's auc: 0.918862 valid_0's binary_logloss: 0.305981 valid_1's auc: 0.909711 valid_1's binary_logloss: 0.314919
[42] valid_0's auc: 0.919237 valid_0's binary_logloss: 0.305176 valid_1's auc: 0.909696 valid_1's binary_logloss: 0.314794
[43] valid_0's auc: 0.919649 valid_0's binary_logloss: 0.304385 valid_1's auc: 0.909872 valid_1's binary_logloss: 0.314427
[44] valid_0's auc: 0.92006 valid_0's binary_logloss: 0.303621 valid_1's auc: 0.909908 valid_1's binary_logloss: 0.314309
[45] valid_0's auc: 0.920424 valid_0's binary_logloss: 0.302856 valid_1's auc: 0.90984 valid_1's binary_logloss: 0.314228
[46] valid_0's auc: 0.92078 valid_0's binary_logloss: 0.302162 valid_1's auc: 0.909869 valid_1's binary_logloss: 0.314149
[47] valid_0's auc: 0.921103 valid_0's binary_logloss: 0.301468 valid_1's auc: 0.909695 valid_1's binary_logloss: 0.31432
[48] valid_0's auc: 0.921407 valid_0's binary_logloss: 0.300835 valid_1's auc: 0.909703 valid_1's binary_logloss: 0.314221
[49] valid_0's auc: 0.921742 valid_0's binary_logloss: 0.300203 valid_1's auc: 0.909684 valid_1's binary_logloss: 0.314222
[50] valid_0's auc: 0.922068 valid_0's binary_logloss: 0.299605 valid_1's auc: 0.909722 valid_1's binary_logloss: 0.314049
[51] valid_0's auc: 0.92241 valid_0's binary_logloss: 0.299013 valid_1's auc: 0.90956 valid_1's binary_logloss: 0.314204
[52] valid_0's auc: 0.922698 valid_0's binary_logloss: 0.298393 valid_1's auc: 0.909461 valid_1's binary_logloss: 0.31423
[53] valid_0's auc: 0.922979 valid_0's binary_logloss: 0.297847 valid_1's auc: 0.909309 valid_1's binary_logloss: 0.314386
[54] valid_0's auc: 0.923202 valid_0's binary_logloss: 0.297397 valid_1's auc: 0.909122 valid_1's binary_logloss: 0.314568
[55] valid_0's auc: 0.923501 valid_0's binary_logloss: 0.296789 valid_1's auc: 0.909027 valid_1's binary_logloss: 0.31469
[56] valid_0's auc: 0.923814 valid_0's binary_logloss: 0.296245 valid_1's auc: 0.909013 valid_1's binary_logloss: 0.314751
[57] valid_0's auc: 0.924188 valid_0's binary_logloss: 0.295611 valid_1's auc: 0.909022 valid_1's binary_logloss: 0.314752
[58] valid_0's auc: 0.924446 valid_0's binary_logloss: 0.295122 valid_1's auc: 0.908888 valid_1's binary_logloss: 0.314958
[59] valid_0's auc: 0.924765 valid_0's binary_logloss: 0.294524 valid_1's auc: 0.908787 valid_1's binary_logloss: 0.315081
[60] valid_0's auc: 0.925074 valid_0's binary_logloss: 0.293961 valid_1's auc: 0.908717 valid_1's binary_logloss: 0.315153
[61] valid_0's auc: 0.925376 valid_0's binary_logloss: 0.293458 valid_1's auc: 0.908761 valid_1's binary_logloss: 0.315089
[62] valid_0's auc: 0.925659 valid_0's binary_logloss: 0.292935 valid_1's auc: 0.908605 valid_1's binary_logloss: 0.315292
[63] valid_0's auc: 0.92594 valid_0's binary_logloss: 0.292443 valid_1's auc: 0.908547 valid_1's binary_logloss: 0.315389
[64] valid_0's auc: 0.926168 valid_0's binary_logloss: 0.292072 valid_1's auc: 0.908463 valid_1's binary_logloss: 0.315507
[65] valid_0's auc: 0.926447 valid_0's binary_logloss: 0.291576 valid_1's auc: 0.908295 valid_1's binary_logloss: 0.3158
[66] valid_0's auc: 0.926655 valid_0's binary_logloss: 0.291194 valid_1's auc: 0.908308 valid_1's binary_logloss: 0.315757
[67] valid_0's auc: 0.926891 valid_0's binary_logloss: 0.290776 valid_1's auc: 0.908336 valid_1's binary_logloss: 0.315707
[68] valid_0's auc: 0.927161 valid_0's binary_logloss: 0.290318 valid_1's auc: 0.90834 valid_1's binary_logloss: 0.315735
[69] valid_0's auc: 0.927406 valid_0's binary_logloss: 0.289888 valid_1's auc: 0.908262 valid_1's binary_logloss: 0.315815
[70] valid_0's auc: 0.927699 valid_0's binary_logloss: 0.289355 valid_1's auc: 0.908193 valid_1's binary_logloss: 0.315914
[71] valid_0's auc: 0.927929 valid_0's binary_logloss: 0.288973 valid_1's auc: 0.90812 valid_1's binary_logloss: 0.316051
[72] valid_0's auc: 0.928152 valid_0's binary_logloss: 0.288574 valid_1's auc: 0.908114 valid_1's binary_logloss: 0.31603
[73] valid_0's auc: 0.928397 valid_0's binary_logloss: 0.288138 valid_1's auc: 0.908018 valid_1's binary_logloss: 0.316201
[74] valid_0's auc: 0.928656 valid_0's binary_logloss: 0.287708 valid_1's auc: 0.907951 valid_1's binary_logloss: 0.316333
[75] valid_0's auc: 0.929009 valid_0's binary_logloss: 0.287071 valid_1's auc: 0.907949 valid_1's binary_logloss: 0.316399
[76] valid_0's auc: 0.929218 valid_0's binary_logloss: 0.286708 valid_1's auc: 0.907982 valid_1's binary_logloss: 0.316422
[77] valid_0's auc: 0.929509 valid_0's binary_logloss: 0.286212 valid_1's auc: 0.907871 valid_1's binary_logloss: 0.316624
[78] valid_0's auc: 0.929697 valid_0's binary_logloss: 0.285859 valid_1's auc: 0.907794 valid_1's binary_logloss: 0.316737
[79] valid_0's auc: 0.929912 valid_0's binary_logloss: 0.285493 valid_1's auc: 0.907642 valid_1's binary_logloss: 0.317008
[80] valid_0's auc: 0.930135 valid_0's binary_logloss: 0.285137 valid_1's auc: 0.907484 valid_1's binary_logloss: 0.317235
[81] valid_0's auc: 0.930342 valid_0's binary_logloss: 0.284743 valid_1's auc: 0.907501 valid_1's binary_logloss: 0.317238
[82] valid_0's auc: 0.930568 valid_0's binary_logloss: 0.284323 valid_1's auc: 0.907496 valid_1's binary_logloss: 0.317282
[83] valid_0's auc: 0.930786 valid_0's binary_logloss: 0.283952 valid_1's auc: 0.907493 valid_1's binary_logloss: 0.317267
[84] valid_0's auc: 0.931222 valid_0's binary_logloss: 0.283239 valid_1's auc: 0.907379 valid_1's binary_logloss: 0.317404
[85] valid_0's auc: 0.931417 valid_0's binary_logloss: 0.282891 valid_1's auc: 0.907367 valid_1's binary_logloss: 0.317416
[86] valid_0's auc: 0.931632 valid_0's binary_logloss: 0.282534 valid_1's auc: 0.907333 valid_1's binary_logloss: 0.317515
[87] valid_0's auc: 0.931843 valid_0's binary_logloss: 0.282189 valid_1's auc: 0.907222 valid_1's binary_logloss: 0.317719
[88] valid_0's auc: 0.932074 valid_0's binary_logloss: 0.281805 valid_1's auc: 0.907161 valid_1's binary_logloss: 0.317841
[89] valid_0's auc: 0.932304 valid_0's binary_logloss: 0.281428 valid_1's auc: 0.907186 valid_1's binary_logloss: 0.317801
[90] valid_0's auc: 0.932562 valid_0's binary_logloss: 0.280979 valid_1's auc: 0.907064 valid_1's binary_logloss: 0.317998
[91] valid_0's auc: 0.932774 valid_0's binary_logloss: 0.280626 valid_1's auc: 0.907028 valid_1's binary_logloss: 0.318076
[92] valid_0's auc: 0.933082 valid_0's binary_logloss: 0.280148 valid_1's auc: 0.906985 valid_1's binary_logloss: 0.318142
[93] valid_0's auc: 0.933281 valid_0's binary_logloss: 0.279776 valid_1's auc: 0.906888 valid_1's binary_logloss: 0.318293
[94] valid_0's auc: 0.933525 valid_0's binary_logloss: 0.279344 valid_1's auc: 0.906808 valid_1's binary_logloss: 0.318441
[95] valid_0's auc: 0.933784 valid_0's binary_logloss: 0.278871 valid_1's auc: 0.906835 valid_1's binary_logloss: 0.318425
[96] valid_0's auc: 0.934022 valid_0's binary_logloss: 0.278469 valid_1's auc: 0.906717 valid_1's binary_logloss: 0.318635
[97] valid_0's auc: 0.934263 valid_0's binary_logloss: 0.278055 valid_1's auc: 0.9068 valid_1's binary_logloss: 0.318543
[98] valid_0's auc: 0.934457 valid_0's binary_logloss: 0.277703 valid_1's auc: 0.906762 valid_1's binary_logloss: 0.318644
[99] valid_0's auc: 0.934655 valid_0's binary_logloss: 0.277349 valid_1's auc: 0.906682 valid_1's binary_logloss: 0.318755
[100] valid_0's auc: 0.934872 valid_0's binary_logloss: 0.277017 valid_1's auc: 0.906666 valid_1's binary_logloss: 0.31879
[101] valid_0's auc: 0.935102 valid_0's binary_logloss: 0.276596 valid_1's auc: 0.90661 valid_1's binary_logloss: 0.31892
[102] valid_0's auc: 0.935303 valid_0's binary_logloss: 0.276263 valid_1's auc: 0.906577 valid_1's binary_logloss: 0.31893
[103] valid_0's auc: 0.935513 valid_0's binary_logloss: 0.275929 valid_1's auc: 0.906651 valid_1's binary_logloss: 0.318777
[104] valid_0's auc: 0.935808 valid_0's binary_logloss: 0.275425 valid_1's auc: 0.906557 valid_1's binary_logloss: 0.318935
[105] valid_0's auc: 0.936087 valid_0's binary_logloss: 0.274937 valid_1's auc: 0.906624 valid_1's binary_logloss: 0.318834
[106] valid_0's auc: 0.936247 valid_0's binary_logloss: 0.274631 valid_1's auc: 0.906646 valid_1's binary_logloss: 0.318816
[107] valid_0's auc: 0.936479 valid_0's binary_logloss: 0.274226 valid_1's auc: 0.906645 valid_1's binary_logloss: 0.318853
[108] valid_0's auc: 0.936629 valid_0's binary_logloss: 0.273954 valid_1's auc: 0.906586 valid_1's binary_logloss: 0.318956
[109] valid_0's auc: 0.936911 valid_0's binary_logloss: 0.273455 valid_1's auc: 0.90657 valid_1's binary_logloss: 0.318974
[110] valid_0's auc: 0.937063 valid_0's binary_logloss: 0.273161 valid_1's auc: 0.906543 valid_1's binary_logloss: 0.319045
[111] valid_0's auc: 0.937286 valid_0's binary_logloss: 0.272764 valid_1's auc: 0.906541 valid_1's binary_logloss: 0.319083
[112] valid_0's auc: 0.937442 valid_0's binary_logloss: 0.272485 valid_1's auc: 0.906427 valid_1's binary_logloss: 0.319304
[113] valid_0's auc: 0.937607 valid_0's binary_logloss: 0.272161 valid_1's auc: 0.906392 valid_1's binary_logloss: 0.319314
[114] valid_0's auc: 0.937814 valid_0's binary_logloss: 0.271768 valid_1's auc: 0.906392 valid_1's binary_logloss: 0.319279
[115] valid_0's auc: 0.937948 valid_0's binary_logloss: 0.271523 valid_1's auc: 0.906272 valid_1's binary_logloss: 0.319493
[116] valid_0's auc: 0.938176 valid_0's binary_logloss: 0.271117 valid_1's auc: 0.906295 valid_1's binary_logloss: 0.319481
[117] valid_0's auc: 0.93832 valid_0's binary_logloss: 0.270858 valid_1's auc: 0.906302 valid_1's binary_logloss: 0.319525
[118] valid_0's auc: 0.938539 valid_0's binary_logloss: 0.27048 valid_1's auc: 0.906269 valid_1's binary_logloss: 0.319558
[119] valid_0's auc: 0.938731 valid_0's binary_logloss: 0.270106 valid_1's auc: 0.906241 valid_1's binary_logloss: 0.319615
[120] valid_0's auc: 0.938832 valid_0's binary_logloss: 0.269895 valid_1's auc: 0.906175 valid_1's binary_logloss: 0.319733
[121] valid_0's auc: 0.939085 valid_0's binary_logloss: 0.269444 valid_1's auc: 0.90612 valid_1's binary_logloss: 0.319898
[122] valid_0's auc: 0.939271 valid_0's binary_logloss: 0.269064 valid_1's auc: 0.906087 valid_1's binary_logloss: 0.319963
[123] valid_0's auc: 0.939446 valid_0's binary_logloss: 0.268732 valid_1's auc: 0.90611 valid_1's binary_logloss: 0.319934
[124] valid_0's auc: 0.939751 valid_0's binary_logloss: 0.268197 valid_1's auc: 0.906137 valid_1's binary_logloss: 0.31993
[125] valid_0's auc: 0.939953 valid_0's binary_logloss: 0.267854 valid_1's auc: 0.906114 valid_1's binary_logloss: 0.319967
[126] valid_0's auc: 0.940155 valid_0's binary_logloss: 0.267477 valid_1's auc: 0.905991 valid_1's binary_logloss: 0.320203
[127] valid_0's auc: 0.940377 valid_0's binary_logloss: 0.267102 valid_1's auc: 0.905884 valid_1's binary_logloss: 0.320402
[128] valid_0's auc: 0.940461 valid_0's binary_logloss: 0.266968 valid_1's auc: 0.905811 valid_1's binary_logloss: 0.320519
[129] valid_0's auc: 0.940603 valid_0's binary_logloss: 0.266682 valid_1's auc: 0.905678 valid_1's binary_logloss: 0.320746
[130] valid_0's auc: 0.940723 valid_0's binary_logloss: 0.266452 valid_1's auc: 0.905646 valid_1's binary_logloss: 0.320798
[131] valid_0's auc: 0.940886 valid_0's binary_logloss: 0.266154 valid_1's auc: 0.905564 valid_1's binary_logloss: 0.320951
[132] valid_0's auc: 0.941082 valid_0's binary_logloss: 0.265797 valid_1's auc: 0.905555 valid_1's binary_logloss: 0.321029
[133] valid_0's auc: 0.941258 valid_0's binary_logloss: 0.26548 valid_1's auc: 0.905499 valid_1's binary_logloss: 0.321176
[134] valid_0's auc: 0.941408 valid_0's binary_logloss: 0.265197 valid_1's auc: 0.905504 valid_1's binary_logloss: 0.321212
[135] valid_0's auc: 0.941585 valid_0's binary_logloss: 0.264899 valid_1's auc: 0.905472 valid_1's binary_logloss: 0.321283
[136] valid_0's auc: 0.941752 valid_0's binary_logloss: 0.264596 valid_1's auc: 0.905475 valid_1's binary_logloss: 0.321274
[137] valid_0's auc: 0.941876 valid_0's binary_logloss: 0.264318 valid_1's auc: 0.90545 valid_1's binary_logloss: 0.321395
[138] valid_0's auc: 0.941984 valid_0's binary_logloss: 0.264114 valid_1's auc: 0.905349 valid_1's binary_logloss: 0.32161
[139] valid_0's auc: 0.942105 valid_0's binary_logloss: 0.2639 valid_1's auc: 0.905276 valid_1's binary_logloss: 0.321741
[140] valid_0's auc: 0.942265 valid_0's binary_logloss: 0.263611 valid_1's auc: 0.905243 valid_1's binary_logloss: 0.321833
[141] valid_0's auc: 0.942442 valid_0's binary_logloss: 0.263265 valid_1's auc: 0.9052 valid_1's binary_logloss: 0.321973
[142] valid_0's auc: 0.942583 valid_0's binary_logloss: 0.262999 valid_1's auc: 0.905187 valid_1's binary_logloss: 0.322021
[143] valid_0's auc: 0.942771 valid_0's binary_logloss: 0.262666 valid_1's auc: 0.905251 valid_1's binary_logloss: 0.321921
[144] valid_0's auc: 0.942945 valid_0's binary_logloss: 0.262335 valid_1's auc: 0.905303 valid_1's binary_logloss: 0.321872
Early stopping, best iteration is:
[44] valid_0's auc: 0.92006 valid_0's binary_logloss: 0.303621 valid_1's auc: 0.909908 valid_1's binary_logloss: 0.314309
[1] valid_0's auc: 0.887858 valid_0's binary_logloss: 0.516982 valid_1's auc: 0.894799 valid_1's binary_logloss: 0.508124
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.89299 valid_0's binary_logloss: 0.488143 valid_1's auc: 0.899409 valid_1's binary_logloss: 0.478442
[3] valid_0's auc: 0.894141 valid_0's binary_logloss: 0.464911 valid_1's auc: 0.900492 valid_1's binary_logloss: 0.454848
[4] valid_0's auc: 0.89588 valid_0's binary_logloss: 0.445631 valid_1's auc: 0.9015 valid_1's binary_logloss: 0.435366
[5] valid_0's auc: 0.896299 valid_0's binary_logloss: 0.429674 valid_1's auc: 0.902037 valid_1's binary_logloss: 0.419456
[6] valid_0's auc: 0.897764 valid_0's binary_logloss: 0.415869 valid_1's auc: 0.90356 valid_1's binary_logloss: 0.405588
[7] valid_0's auc: 0.898312 valid_0's binary_logloss: 0.40445 valid_1's auc: 0.903498 valid_1's binary_logloss: 0.394181
[8] valid_0's auc: 0.899739 valid_0's binary_logloss: 0.394387 valid_1's auc: 0.904256 valid_1's binary_logloss: 0.384278
[9] valid_0's auc: 0.900665 valid_0's binary_logloss: 0.385622 valid_1's auc: 0.90431 valid_1's binary_logloss: 0.376255
[10] valid_0's auc: 0.901172 valid_0's binary_logloss: 0.378008 valid_1's auc: 0.904383 valid_1's binary_logloss: 0.369035
[11] valid_0's auc: 0.901958 valid_0's binary_logloss: 0.371271 valid_1's auc: 0.904536 valid_1's binary_logloss: 0.362695
[12] valid_0's auc: 0.902712 valid_0's binary_logloss: 0.365325 valid_1's auc: 0.904917 valid_1's binary_logloss: 0.357165
[13] valid_0's auc: 0.903607 valid_0's binary_logloss: 0.360044 valid_1's auc: 0.905448 valid_1's binary_logloss: 0.352189
[14] valid_0's auc: 0.90411 valid_0's binary_logloss: 0.355367 valid_1's auc: 0.905582 valid_1's binary_logloss: 0.347845
[15] valid_0's auc: 0.905142 valid_0's binary_logloss: 0.351087 valid_1's auc: 0.905872 valid_1's binary_logloss: 0.344197
[16] valid_0's auc: 0.905715 valid_0's binary_logloss: 0.347394 valid_1's auc: 0.906303 valid_1's binary_logloss: 0.340902
[17] valid_0's auc: 0.906452 valid_0's binary_logloss: 0.343859 valid_1's auc: 0.906377 valid_1's binary_logloss: 0.338101
[18] valid_0's auc: 0.907111 valid_0's binary_logloss: 0.340666 valid_1's auc: 0.906431 valid_1's binary_logloss: 0.335674
[19] valid_0's auc: 0.908026 valid_0's binary_logloss: 0.337582 valid_1's auc: 0.906587 valid_1's binary_logloss: 0.333435
[20] valid_0's auc: 0.908829 valid_0's binary_logloss: 0.334831 valid_1's auc: 0.906869 valid_1's binary_logloss: 0.331543
[21] valid_0's auc: 0.909441 valid_0's binary_logloss: 0.332471 valid_1's auc: 0.907297 valid_1's binary_logloss: 0.329665
[22] valid_0's auc: 0.91014 valid_0's binary_logloss: 0.330146 valid_1's auc: 0.907746 valid_1's binary_logloss: 0.327827
[23] valid_0's auc: 0.910809 valid_0's binary_logloss: 0.327961 valid_1's auc: 0.907802 valid_1's binary_logloss: 0.326481
[24] valid_0's auc: 0.911434 valid_0's binary_logloss: 0.325861 valid_1's auc: 0.907934 valid_1's binary_logloss: 0.325187
[25] valid_0's auc: 0.911977 valid_0's binary_logloss: 0.324096 valid_1's auc: 0.908145 valid_1's binary_logloss: 0.32394
[26] valid_0's auc: 0.912594 valid_0's binary_logloss: 0.322352 valid_1's auc: 0.908181 valid_1's binary_logloss: 0.322983
[27] valid_0's auc: 0.913045 valid_0's binary_logloss: 0.320869 valid_1's auc: 0.908244 valid_1's binary_logloss: 0.32208
[28] valid_0's auc: 0.913716 valid_0's binary_logloss: 0.319176 valid_1's auc: 0.90844 valid_1's binary_logloss: 0.321187
[29] valid_0's auc: 0.914226 valid_0's binary_logloss: 0.317778 valid_1's auc: 0.908582 valid_1's binary_logloss: 0.320412
[30] valid_0's auc: 0.914698 valid_0's binary_logloss: 0.316445 valid_1's auc: 0.908478 valid_1's binary_logloss: 0.32001
[31] valid_0's auc: 0.915169 valid_0's binary_logloss: 0.315202 valid_1's auc: 0.908574 valid_1's binary_logloss: 0.319465
[32] valid_0's auc: 0.915602 valid_0's binary_logloss: 0.314007 valid_1's auc: 0.908716 valid_1's binary_logloss: 0.318874
[33] valid_0's auc: 0.916023 valid_0's binary_logloss: 0.31286 valid_1's auc: 0.908919 valid_1's binary_logloss: 0.318228
[34] valid_0's auc: 0.91644 valid_0's binary_logloss: 0.311748 valid_1's auc: 0.908963 valid_1's binary_logloss: 0.317768
[35] valid_0's auc: 0.916777 valid_0's binary_logloss: 0.310816 valid_1's auc: 0.908961 valid_1's binary_logloss: 0.317525
[36] valid_0's auc: 0.91713 valid_0's binary_logloss: 0.309928 valid_1's auc: 0.908993 valid_1's binary_logloss: 0.317207
[37] valid_0's auc: 0.917571 valid_0's binary_logloss: 0.308946 valid_1's auc: 0.909045 valid_1's binary_logloss: 0.316908
[38] valid_0's auc: 0.918087 valid_0's binary_logloss: 0.307902 valid_1's auc: 0.909173 valid_1's binary_logloss: 0.316577
[39] valid_0's auc: 0.918438 valid_0's binary_logloss: 0.307028 valid_1's auc: 0.909105 valid_1's binary_logloss: 0.316393
[40] valid_0's auc: 0.918855 valid_0's binary_logloss: 0.306172 valid_1's auc: 0.90932 valid_1's binary_logloss: 0.315911
[41] valid_0's auc: 0.919183 valid_0's binary_logloss: 0.3054 valid_1's auc: 0.909308 valid_1's binary_logloss: 0.315829
[42] valid_0's auc: 0.919459 valid_0's binary_logloss: 0.3047 valid_1's auc: 0.909185 valid_1's binary_logloss: 0.315841
[43] valid_0's auc: 0.919816 valid_0's binary_logloss: 0.303929 valid_1's auc: 0.909366 valid_1's binary_logloss: 0.315456
[44] valid_0's auc: 0.920082 valid_0's binary_logloss: 0.303293 valid_1's auc: 0.909336 valid_1's binary_logloss: 0.315411
[45] valid_0's auc: 0.92055 valid_0's binary_logloss: 0.302468 valid_1's auc: 0.909361 valid_1's binary_logloss: 0.315353
[46] valid_0's auc: 0.920827 valid_0's binary_logloss: 0.301886 valid_1's auc: 0.909336 valid_1's binary_logloss: 0.315287
[47] valid_0's auc: 0.921206 valid_0's binary_logloss: 0.301167 valid_1's auc: 0.90928 valid_1's binary_logloss: 0.315288
[48] valid_0's auc: 0.921498 valid_0's binary_logloss: 0.300584 valid_1's auc: 0.90929 valid_1's binary_logloss: 0.315197
[49] valid_0's auc: 0.921886 valid_0's binary_logloss: 0.299891 valid_1's auc: 0.909219 valid_1's binary_logloss: 0.315312
[50] valid_0's auc: 0.922149 valid_0's binary_logloss: 0.299339 valid_1's auc: 0.909228 valid_1's binary_logloss: 0.315256
[51] valid_0's auc: 0.92257 valid_0's binary_logloss: 0.29862 valid_1's auc: 0.909199 valid_1's binary_logloss: 0.31522
[52] valid_0's auc: 0.922878 valid_0's binary_logloss: 0.298042 valid_1's auc: 0.909171 valid_1's binary_logloss: 0.315223
[53] valid_0's auc: 0.923201 valid_0's binary_logloss: 0.297448 valid_1's auc: 0.909102 valid_1's binary_logloss: 0.315331
[54] valid_0's auc: 0.923492 valid_0's binary_logloss: 0.296867 valid_1's auc: 0.909004 valid_1's binary_logloss: 0.315434
[55] valid_0's auc: 0.923733 valid_0's binary_logloss: 0.296339 valid_1's auc: 0.909076 valid_1's binary_logloss: 0.315373
[56] valid_0's auc: 0.924035 valid_0's binary_logloss: 0.295774 valid_1's auc: 0.909054 valid_1's binary_logloss: 0.315384
[57] valid_0's auc: 0.924395 valid_0's binary_logloss: 0.295161 valid_1's auc: 0.909025 valid_1's binary_logloss: 0.315401
[58] valid_0's auc: 0.924687 valid_0's binary_logloss: 0.294643 valid_1's auc: 0.909009 valid_1's binary_logloss: 0.315403
[59] valid_0's auc: 0.924983 valid_0's binary_logloss: 0.294096 valid_1's auc: 0.909091 valid_1's binary_logloss: 0.31529
[60] valid_0's auc: 0.925167 valid_0's binary_logloss: 0.293715 valid_1's auc: 0.908991 valid_1's binary_logloss: 0.315386
[61] valid_0's auc: 0.925512 valid_0's binary_logloss: 0.293095 valid_1's auc: 0.909029 valid_1's binary_logloss: 0.315297
[62] valid_0's auc: 0.925783 valid_0's binary_logloss: 0.292625 valid_1's auc: 0.908989 valid_1's binary_logloss: 0.315394
[63] valid_0's auc: 0.926055 valid_0's binary_logloss: 0.29211 valid_1's auc: 0.908953 valid_1's binary_logloss: 0.315397
[64] valid_0's auc: 0.926402 valid_0's binary_logloss: 0.291511 valid_1's auc: 0.908982 valid_1's binary_logloss: 0.315382
[65] valid_0's auc: 0.926786 valid_0's binary_logloss: 0.290862 valid_1's auc: 0.909007 valid_1's binary_logloss: 0.31532
[66] valid_0's auc: 0.92699 valid_0's binary_logloss: 0.29049 valid_1's auc: 0.909031 valid_1's binary_logloss: 0.315264
[67] valid_0's auc: 0.927239 valid_0's binary_logloss: 0.290075 valid_1's auc: 0.909009 valid_1's binary_logloss: 0.31528
[68] valid_0's auc: 0.927526 valid_0's binary_logloss: 0.289601 valid_1's auc: 0.908873 valid_1's binary_logloss: 0.315519
[69] valid_0's auc: 0.927745 valid_0's binary_logloss: 0.28919 valid_1's auc: 0.90879 valid_1's binary_logloss: 0.315623
[70] valid_0's auc: 0.927945 valid_0's binary_logloss: 0.288799 valid_1's auc: 0.908739 valid_1's binary_logloss: 0.315671
[71] valid_0's auc: 0.928182 valid_0's binary_logloss: 0.288379 valid_1's auc: 0.908631 valid_1's binary_logloss: 0.315797
[72] valid_0's auc: 0.928436 valid_0's binary_logloss: 0.287961 valid_1's auc: 0.908523 valid_1's binary_logloss: 0.315984
[73] valid_0's auc: 0.928782 valid_0's binary_logloss: 0.287393 valid_1's auc: 0.908517 valid_1's binary_logloss: 0.316032
[74] valid_0's auc: 0.929068 valid_0's binary_logloss: 0.286899 valid_1's auc: 0.908515 valid_1's binary_logloss: 0.316055
[75] valid_0's auc: 0.929395 valid_0's binary_logloss: 0.286326 valid_1's auc: 0.908512 valid_1's binary_logloss: 0.316029
[76] valid_0's auc: 0.929599 valid_0's binary_logloss: 0.285948 valid_1's auc: 0.908458 valid_1's binary_logloss: 0.316129
[77] valid_0's auc: 0.929816 valid_0's binary_logloss: 0.285554 valid_1's auc: 0.908392 valid_1's binary_logloss: 0.316251
[78] valid_0's auc: 0.93004 valid_0's binary_logloss: 0.285133 valid_1's auc: 0.908441 valid_1's binary_logloss: 0.316173
[79] valid_0's auc: 0.930266 valid_0's binary_logloss: 0.284748 valid_1's auc: 0.908468 valid_1's binary_logloss: 0.316138
[80] valid_0's auc: 0.930542 valid_0's binary_logloss: 0.28426 valid_1's auc: 0.908382 valid_1's binary_logloss: 0.316257
[81] valid_0's auc: 0.93075 valid_0's binary_logloss: 0.283862 valid_1's auc: 0.9084 valid_1's binary_logloss: 0.316258
[82] valid_0's auc: 0.930986 valid_0's binary_logloss: 0.283501 valid_1's auc: 0.908351 valid_1's binary_logloss: 0.316358
[83] valid_0's auc: 0.931161 valid_0's binary_logloss: 0.283184 valid_1's auc: 0.908334 valid_1's binary_logloss: 0.316404
[84] valid_0's auc: 0.931393 valid_0's binary_logloss: 0.282794 valid_1's auc: 0.908283 valid_1's binary_logloss: 0.316471
[85] valid_0's auc: 0.931658 valid_0's binary_logloss: 0.282299 valid_1's auc: 0.908191 valid_1's binary_logloss: 0.31667
[86] valid_0's auc: 0.931883 valid_0's binary_logloss: 0.281936 valid_1's auc: 0.90817 valid_1's binary_logloss: 0.316716
[87] valid_0's auc: 0.932145 valid_0's binary_logloss: 0.281495 valid_1's auc: 0.908263 valid_1's binary_logloss: 0.316565
[88] valid_0's auc: 0.932438 valid_0's binary_logloss: 0.280973 valid_1's auc: 0.908219 valid_1's binary_logloss: 0.316618
[89] valid_0's auc: 0.932675 valid_0's binary_logloss: 0.280547 valid_1's auc: 0.908161 valid_1's binary_logloss: 0.316755
[90] valid_0's auc: 0.932971 valid_0's binary_logloss: 0.280071 valid_1's auc: 0.908047 valid_1's binary_logloss: 0.316963
[91] valid_0's auc: 0.93322 valid_0's binary_logloss: 0.279664 valid_1's auc: 0.907976 valid_1's binary_logloss: 0.317065
[92] valid_0's auc: 0.933488 valid_0's binary_logloss: 0.279221 valid_1's auc: 0.907931 valid_1's binary_logloss: 0.317137
[93] valid_0's auc: 0.933708 valid_0's binary_logloss: 0.278855 valid_1's auc: 0.907804 valid_1's binary_logloss: 0.317367
[94] valid_0's auc: 0.933975 valid_0's binary_logloss: 0.278407 valid_1's auc: 0.907805 valid_1's binary_logloss: 0.317391
[95] valid_0's auc: 0.934122 valid_0's binary_logloss: 0.278117 valid_1's auc: 0.907704 valid_1's binary_logloss: 0.317605
[96] valid_0's auc: 0.934399 valid_0's binary_logloss: 0.277664 valid_1's auc: 0.907639 valid_1's binary_logloss: 0.317775
[97] valid_0's auc: 0.934666 valid_0's binary_logloss: 0.277252 valid_1's auc: 0.907631 valid_1's binary_logloss: 0.317793
[98] valid_0's auc: 0.934888 valid_0's binary_logloss: 0.276893 valid_1's auc: 0.907468 valid_1's binary_logloss: 0.318063
[99] valid_0's auc: 0.935105 valid_0's binary_logloss: 0.276511 valid_1's auc: 0.907382 valid_1's binary_logloss: 0.318194
[100] valid_0's auc: 0.93526 valid_0's binary_logloss: 0.276189 valid_1's auc: 0.90731 valid_1's binary_logloss: 0.318313
[101] valid_0's auc: 0.935496 valid_0's binary_logloss: 0.275784 valid_1's auc: 0.907349 valid_1's binary_logloss: 0.318327
[102] valid_0's auc: 0.935663 valid_0's binary_logloss: 0.275472 valid_1's auc: 0.907264 valid_1's binary_logloss: 0.318516
[103] valid_0's auc: 0.935884 valid_0's binary_logloss: 0.275078 valid_1's auc: 0.907141 valid_1's binary_logloss: 0.318718
[104] valid_0's auc: 0.936088 valid_0's binary_logloss: 0.27471 valid_1's auc: 0.907084 valid_1's binary_logloss: 0.318854
[105] valid_0's auc: 0.936317 valid_0's binary_logloss: 0.274273 valid_1's auc: 0.906972 valid_1's binary_logloss: 0.319061
[106] valid_0's auc: 0.936551 valid_0's binary_logloss: 0.273872 valid_1's auc: 0.906858 valid_1's binary_logloss: 0.31929
[107] valid_0's auc: 0.936776 valid_0's binary_logloss: 0.273498 valid_1's auc: 0.906813 valid_1's binary_logloss: 0.319375
[108] valid_0's auc: 0.936902 valid_0's binary_logloss: 0.273229 valid_1's auc: 0.906744 valid_1's binary_logloss: 0.3195
[109] valid_0's auc: 0.93709 valid_0's binary_logloss: 0.272894 valid_1's auc: 0.90671 valid_1's binary_logloss: 0.319547
[110] valid_0's auc: 0.937341 valid_0's binary_logloss: 0.272452 valid_1's auc: 0.906785 valid_1's binary_logloss: 0.319388
[111] valid_0's auc: 0.937508 valid_0's binary_logloss: 0.272141 valid_1's auc: 0.906786 valid_1's binary_logloss: 0.319403
[112] valid_0's auc: 0.937718 valid_0's binary_logloss: 0.271789 valid_1's auc: 0.906808 valid_1's binary_logloss: 0.319359
[113] valid_0's auc: 0.93782 valid_0's binary_logloss: 0.271585 valid_1's auc: 0.906808 valid_1's binary_logloss: 0.319381
[114] valid_0's auc: 0.938084 valid_0's binary_logloss: 0.271165 valid_1's auc: 0.906776 valid_1's binary_logloss: 0.319469
[115] valid_0's auc: 0.938266 valid_0's binary_logloss: 0.270857 valid_1's auc: 0.906737 valid_1's binary_logloss: 0.319603
[116] valid_0's auc: 0.938436 valid_0's binary_logloss: 0.270574 valid_1's auc: 0.906653 valid_1's binary_logloss: 0.319782
[117] valid_0's auc: 0.938625 valid_0's binary_logloss: 0.270232 valid_1's auc: 0.906602 valid_1's binary_logloss: 0.319926
[118] valid_0's auc: 0.938825 valid_0's binary_logloss: 0.269882 valid_1's auc: 0.906472 valid_1's binary_logloss: 0.320129
[119] valid_0's auc: 0.939 valid_0's binary_logloss: 0.269554 valid_1's auc: 0.906505 valid_1's binary_logloss: 0.320087
[120] valid_0's auc: 0.939166 valid_0's binary_logloss: 0.269265 valid_1's auc: 0.906422 valid_1's binary_logloss: 0.320269
[121] valid_0's auc: 0.939309 valid_0's binary_logloss: 0.268978 valid_1's auc: 0.906342 valid_1's binary_logloss: 0.320396
[122] valid_0's auc: 0.939493 valid_0's binary_logloss: 0.268676 valid_1's auc: 0.906293 valid_1's binary_logloss: 0.320565
[123] valid_0's auc: 0.939646 valid_0's binary_logloss: 0.26838 valid_1's auc: 0.906306 valid_1's binary_logloss: 0.320636
[124] valid_0's auc: 0.939836 valid_0's binary_logloss: 0.267995 valid_1's auc: 0.906257 valid_1's binary_logloss: 0.32075
[125] valid_0's auc: 0.939919 valid_0's binary_logloss: 0.267796 valid_1's auc: 0.9062 valid_1's binary_logloss: 0.320867
[126] valid_0's auc: 0.940094 valid_0's binary_logloss: 0.267491 valid_1's auc: 0.906134 valid_1's binary_logloss: 0.321028
[127] valid_0's auc: 0.940301 valid_0's binary_logloss: 0.267094 valid_1's auc: 0.906103 valid_1's binary_logloss: 0.321137
[128] valid_0's auc: 0.940535 valid_0's binary_logloss: 0.266721 valid_1's auc: 0.906173 valid_1's binary_logloss: 0.320977
[129] valid_0's auc: 0.940682 valid_0's binary_logloss: 0.266442 valid_1's auc: 0.906065 valid_1's binary_logloss: 0.3212
[130] valid_0's auc: 0.940879 valid_0's binary_logloss: 0.26606 valid_1's auc: 0.905952 valid_1's binary_logloss: 0.321387
[131] valid_0's auc: 0.94107 valid_0's binary_logloss: 0.265705 valid_1's auc: 0.905921 valid_1's binary_logloss: 0.321485
[132] valid_0's auc: 0.941196 valid_0's binary_logloss: 0.265472 valid_1's auc: 0.905913 valid_1's binary_logloss: 0.321495
[133] valid_0's auc: 0.941291 valid_0's binary_logloss: 0.265279 valid_1's auc: 0.905931 valid_1's binary_logloss: 0.321496
[134] valid_0's auc: 0.941477 valid_0's binary_logloss: 0.264941 valid_1's auc: 0.905955 valid_1's binary_logloss: 0.321444
[135] valid_0's auc: 0.941699 valid_0's binary_logloss: 0.264558 valid_1's auc: 0.905845 valid_1's binary_logloss: 0.321615
[136] valid_0's auc: 0.941878 valid_0's binary_logloss: 0.264215 valid_1's auc: 0.905814 valid_1's binary_logloss: 0.321703
[137] valid_0's auc: 0.942058 valid_0's binary_logloss: 0.263906 valid_1's auc: 0.905729 valid_1's binary_logloss: 0.321854
[138] valid_0's auc: 0.942317 valid_0's binary_logloss: 0.263455 valid_1's auc: 0.905624 valid_1's binary_logloss: 0.322095
[139] valid_0's auc: 0.942481 valid_0's binary_logloss: 0.263162 valid_1's auc: 0.905542 valid_1's binary_logloss: 0.322257
[140] valid_0's auc: 0.942719 valid_0's binary_logloss: 0.262773 valid_1's auc: 0.9055 valid_1's binary_logloss: 0.322355
[141] valid_0's auc: 0.942903 valid_0's binary_logloss: 0.262462 valid_1's auc: 0.905295 valid_1's binary_logloss: 0.322719
[142] valid_0's auc: 0.943022 valid_0's binary_logloss: 0.262222 valid_1's auc: 0.905373 valid_1's binary_logloss: 0.322579
[143] valid_0's auc: 0.943175 valid_0's binary_logloss: 0.261945 valid_1's auc: 0.905431 valid_1's binary_logloss: 0.322543
Early stopping, best iteration is:
[43] valid_0's auc: 0.919816 valid_0's binary_logloss: 0.303929 valid_1's auc: 0.909366 valid_1's binary_logloss: 0.315456
[1] valid_0's auc: 0.886572 valid_0's binary_logloss: 0.517393 valid_1's auc: 0.891691 valid_1's binary_logloss: 0.508845
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.889325 valid_0's binary_logloss: 0.48844 valid_1's auc: 0.895182 valid_1's binary_logloss: 0.47942
[3] valid_0's auc: 0.890907 valid_0's binary_logloss: 0.465197 valid_1's auc: 0.896562 valid_1's binary_logloss: 0.455809
[4] valid_0's auc: 0.89514 valid_0's binary_logloss: 0.445768 valid_1's auc: 0.899296 valid_1's binary_logloss: 0.43648
[5] valid_0's auc: 0.896951 valid_0's binary_logloss: 0.42971 valid_1's auc: 0.899718 valid_1's binary_logloss: 0.420604
[6] valid_0's auc: 0.897889 valid_0's binary_logloss: 0.416111 valid_1's auc: 0.900881 valid_1's binary_logloss: 0.406931
[7] valid_0's auc: 0.898689 valid_0's binary_logloss: 0.404436 valid_1's auc: 0.901422 valid_1's binary_logloss: 0.395411
[8] valid_0's auc: 0.89958 valid_0's binary_logloss: 0.394345 valid_1's auc: 0.902597 valid_1's binary_logloss: 0.385225
[9] valid_0's auc: 0.90032 valid_0's binary_logloss: 0.385639 valid_1's auc: 0.902948 valid_1's binary_logloss: 0.376863
[10] valid_0's auc: 0.901296 valid_0's binary_logloss: 0.378042 valid_1's auc: 0.903458 valid_1's binary_logloss: 0.369727
[11] valid_0's auc: 0.902004 valid_0's binary_logloss: 0.371306 valid_1's auc: 0.903438 valid_1's binary_logloss: 0.363518
[12] valid_0's auc: 0.902758 valid_0's binary_logloss: 0.365335 valid_1's auc: 0.903948 valid_1's binary_logloss: 0.357923
[13] valid_0's auc: 0.903856 valid_0's binary_logloss: 0.360044 valid_1's auc: 0.904456 valid_1's binary_logloss: 0.353137
[14] valid_0's auc: 0.904376 valid_0's binary_logloss: 0.355393 valid_1's auc: 0.904877 valid_1's binary_logloss: 0.348708
[15] valid_0's auc: 0.905155 valid_0's binary_logloss: 0.351161 valid_1's auc: 0.905329 valid_1's binary_logloss: 0.345105
[16] valid_0's auc: 0.905871 valid_0's binary_logloss: 0.347288 valid_1's auc: 0.906045 valid_1's binary_logloss: 0.341559
[17] valid_0's auc: 0.90683 valid_0's binary_logloss: 0.343704 valid_1's auc: 0.906619 valid_1's binary_logloss: 0.338621
[18] valid_0's auc: 0.90744 valid_0's binary_logloss: 0.340595 valid_1's auc: 0.906705 valid_1's binary_logloss: 0.336005
[19] valid_0's auc: 0.908245 valid_0's binary_logloss: 0.337639 valid_1's auc: 0.906863 valid_1's binary_logloss: 0.333835
[20] valid_0's auc: 0.908769 valid_0's binary_logloss: 0.335121 valid_1's auc: 0.906857 valid_1's binary_logloss: 0.332
[21] valid_0's auc: 0.909625 valid_0's binary_logloss: 0.332551 valid_1's auc: 0.90714 valid_1's binary_logloss: 0.330061
[22] valid_0's auc: 0.910309 valid_0's binary_logloss: 0.330205 valid_1's auc: 0.907145 valid_1's binary_logloss: 0.328665
[23] valid_0's auc: 0.910705 valid_0's binary_logloss: 0.32828 valid_1's auc: 0.907384 valid_1's binary_logloss: 0.327131
[24] valid_0's auc: 0.911375 valid_0's binary_logloss: 0.32623 valid_1's auc: 0.9075 valid_1's binary_logloss: 0.325809
[25] valid_0's auc: 0.911914 valid_0's binary_logloss: 0.324421 valid_1's auc: 0.907602 valid_1's binary_logloss: 0.324596
[26] valid_0's auc: 0.912336 valid_0's binary_logloss: 0.322802 valid_1's auc: 0.907771 valid_1's binary_logloss: 0.323522
[27] valid_0's auc: 0.912859 valid_0's binary_logloss: 0.321261 valid_1's auc: 0.90779 valid_1's binary_logloss: 0.322844
[28] valid_0's auc: 0.913424 valid_0's binary_logloss: 0.319703 valid_1's auc: 0.908143 valid_1's binary_logloss: 0.321905
[29] valid_0's auc: 0.913896 valid_0's binary_logloss: 0.318274 valid_1's auc: 0.908367 valid_1's binary_logloss: 0.320959
[30] valid_0's auc: 0.914282 valid_0's binary_logloss: 0.317012 valid_1's auc: 0.908386 valid_1's binary_logloss: 0.320424
[31] valid_0's auc: 0.914767 valid_0's binary_logloss: 0.31572 valid_1's auc: 0.908369 valid_1's binary_logloss: 0.319982
[32] valid_0's auc: 0.915194 valid_0's binary_logloss: 0.314571 valid_1's auc: 0.9084 valid_1's binary_logloss: 0.319529
[33] valid_0's auc: 0.915607 valid_0's binary_logloss: 0.313531 valid_1's auc: 0.908485 valid_1's binary_logloss: 0.319073
[34] valid_0's auc: 0.916045 valid_0's binary_logloss: 0.312468 valid_1's auc: 0.908533 valid_1's binary_logloss: 0.318693
[35] valid_0's auc: 0.916433 valid_0's binary_logloss: 0.311436 valid_1's auc: 0.908496 valid_1's binary_logloss: 0.31834
[36] valid_0's auc: 0.916799 valid_0's binary_logloss: 0.310539 valid_1's auc: 0.908423 valid_1's binary_logloss: 0.318183
[37] valid_0's auc: 0.917263 valid_0's binary_logloss: 0.309483 valid_1's auc: 0.908437 valid_1's binary_logloss: 0.317954
[38] valid_0's auc: 0.917766 valid_0's binary_logloss: 0.30852 valid_1's auc: 0.908403 valid_1's binary_logloss: 0.317848
[39] valid_0's auc: 0.918172 valid_0's binary_logloss: 0.3076 valid_1's auc: 0.908529 valid_1's binary_logloss: 0.317562
[40] valid_0's auc: 0.918559 valid_0's binary_logloss: 0.306776 valid_1's auc: 0.908434 valid_1's binary_logloss: 0.317469
[41] valid_0's auc: 0.918866 valid_0's binary_logloss: 0.305998 valid_1's auc: 0.908414 valid_1's binary_logloss: 0.31731
[42] valid_0's auc: 0.919216 valid_0's binary_logloss: 0.30518 valid_1's auc: 0.908398 valid_1's binary_logloss: 0.317191
[43] valid_0's auc: 0.919589 valid_0's binary_logloss: 0.30439 valid_1's auc: 0.908336 valid_1's binary_logloss: 0.317173
[44] valid_0's auc: 0.91996 valid_0's binary_logloss: 0.303628 valid_1's auc: 0.908413 valid_1's binary_logloss: 0.316965
[45] valid_0's auc: 0.920328 valid_0's binary_logloss: 0.302886 valid_1's auc: 0.908301 valid_1's binary_logloss: 0.317024
[46] valid_0's auc: 0.920652 valid_0's binary_logloss: 0.302256 valid_1's auc: 0.908283 valid_1's binary_logloss: 0.31696
[47] valid_0's auc: 0.921047 valid_0's binary_logloss: 0.301491 valid_1's auc: 0.908378 valid_1's binary_logloss: 0.316761
[48] valid_0's auc: 0.92142 valid_0's binary_logloss: 0.300747 valid_1's auc: 0.908466 valid_1's binary_logloss: 0.316573
[49] valid_0's auc: 0.921785 valid_0's binary_logloss: 0.300074 valid_1's auc: 0.9084 valid_1's binary_logloss: 0.316581
[50] valid_0's auc: 0.922071 valid_0's binary_logloss: 0.299563 valid_1's auc: 0.908311 valid_1's binary_logloss: 0.316637
[51] valid_0's auc: 0.922491 valid_0's binary_logloss: 0.298886 valid_1's auc: 0.90821 valid_1's binary_logloss: 0.3168
[52] valid_0's auc: 0.922825 valid_0's binary_logloss: 0.298279 valid_1's auc: 0.908215 valid_1's binary_logloss: 0.316724
[53] valid_0's auc: 0.923173 valid_0's binary_logloss: 0.297619 valid_1's auc: 0.908161 valid_1's binary_logloss: 0.316809
[54] valid_0's auc: 0.923539 valid_0's binary_logloss: 0.296976 valid_1's auc: 0.90821 valid_1's binary_logloss: 0.316646
[55] valid_0's auc: 0.923814 valid_0's binary_logloss: 0.296438 valid_1's auc: 0.908075 valid_1's binary_logloss: 0.316824
[56] valid_0's auc: 0.924108 valid_0's binary_logloss: 0.295903 valid_1's auc: 0.908006 valid_1's binary_logloss: 0.316942
[57] valid_0's auc: 0.924357 valid_0's binary_logloss: 0.295422 valid_1's auc: 0.907962 valid_1's binary_logloss: 0.31703
[58] valid_0's auc: 0.924604 valid_0's binary_logloss: 0.29492 valid_1's auc: 0.90793 valid_1's binary_logloss: 0.317067
[59] valid_0's auc: 0.924905 valid_0's binary_logloss: 0.294339 valid_1's auc: 0.9079 valid_1's binary_logloss: 0.317052
[60] valid_0's auc: 0.925191 valid_0's binary_logloss: 0.293826 valid_1's auc: 0.907934 valid_1's binary_logloss: 0.317022
[61] valid_0's auc: 0.925411 valid_0's binary_logloss: 0.293354 valid_1's auc: 0.907854 valid_1's binary_logloss: 0.317145
[62] valid_0's auc: 0.925682 valid_0's binary_logloss: 0.292869 valid_1's auc: 0.907833 valid_1's binary_logloss: 0.317196
[63] valid_0's auc: 0.925922 valid_0's binary_logloss: 0.292435 valid_1's auc: 0.90781 valid_1's binary_logloss: 0.317237
[64] valid_0's auc: 0.926188 valid_0's binary_logloss: 0.291982 valid_1's auc: 0.907712 valid_1's binary_logloss: 0.317364
[65] valid_0's auc: 0.926393 valid_0's binary_logloss: 0.291572 valid_1's auc: 0.907679 valid_1's binary_logloss: 0.317424
[66] valid_0's auc: 0.926764 valid_0's binary_logloss: 0.290996 valid_1's auc: 0.907751 valid_1's binary_logloss: 0.317293
[67] valid_0's auc: 0.927104 valid_0's binary_logloss: 0.290424 valid_1's auc: 0.907817 valid_1's binary_logloss: 0.317178
[68] valid_0's auc: 0.927276 valid_0's binary_logloss: 0.290111 valid_1's auc: 0.907794 valid_1's binary_logloss: 0.317219
[69] valid_0's auc: 0.927533 valid_0's binary_logloss: 0.289635 valid_1's auc: 0.907759 valid_1's binary_logloss: 0.31729
[70] valid_0's auc: 0.927837 valid_0's binary_logloss: 0.289139 valid_1's auc: 0.907756 valid_1's binary_logloss: 0.317295
[71] valid_0's auc: 0.928046 valid_0's binary_logloss: 0.288758 valid_1's auc: 0.907778 valid_1's binary_logloss: 0.317258
[72] valid_0's auc: 0.928296 valid_0's binary_logloss: 0.288298 valid_1's auc: 0.90767 valid_1's binary_logloss: 0.31743
[73] valid_0's auc: 0.928512 valid_0's binary_logloss: 0.287925 valid_1's auc: 0.907594 valid_1's binary_logloss: 0.317551
[74] valid_0's auc: 0.928731 valid_0's binary_logloss: 0.287496 valid_1's auc: 0.907523 valid_1's binary_logloss: 0.317674
[75] valid_0's auc: 0.929057 valid_0's binary_logloss: 0.286987 valid_1's auc: 0.907483 valid_1's binary_logloss: 0.31769
[76] valid_0's auc: 0.929295 valid_0's binary_logloss: 0.286563 valid_1's auc: 0.907494 valid_1's binary_logloss: 0.317738
[77] valid_0's auc: 0.929547 valid_0's binary_logloss: 0.286116 valid_1's auc: 0.907411 valid_1's binary_logloss: 0.317866
[78] valid_0's auc: 0.929722 valid_0's binary_logloss: 0.285782 valid_1's auc: 0.907433 valid_1's binary_logloss: 0.317857
[79] valid_0's auc: 0.930052 valid_0's binary_logloss: 0.285198 valid_1's auc: 0.907325 valid_1's binary_logloss: 0.318039
[80] valid_0's auc: 0.930297 valid_0's binary_logloss: 0.284774 valid_1's auc: 0.90737 valid_1's binary_logloss: 0.317967
[81] valid_0's auc: 0.930493 valid_0's binary_logloss: 0.284447 valid_1's auc: 0.907255 valid_1's binary_logloss: 0.318155
[82] valid_0's auc: 0.930784 valid_0's binary_logloss: 0.283929 valid_1's auc: 0.907228 valid_1's binary_logloss: 0.318198
[83] valid_0's auc: 0.93106 valid_0's binary_logloss: 0.283467 valid_1's auc: 0.907176 valid_1's binary_logloss: 0.318284
[84] valid_0's auc: 0.93135 valid_0's binary_logloss: 0.282958 valid_1's auc: 0.907123 valid_1's binary_logloss: 0.318463
[85] valid_0's auc: 0.93153 valid_0's binary_logloss: 0.282631 valid_1's auc: 0.907048 valid_1's binary_logloss: 0.318589
[86] valid_0's auc: 0.931782 valid_0's binary_logloss: 0.282233 valid_1's auc: 0.907079 valid_1's binary_logloss: 0.318573
[87] valid_0's auc: 0.931998 valid_0's binary_logloss: 0.281859 valid_1's auc: 0.906986 valid_1's binary_logloss: 0.318695
[88] valid_0's auc: 0.932169 valid_0's binary_logloss: 0.281518 valid_1's auc: 0.906884 valid_1's binary_logloss: 0.318879
[89] valid_0's auc: 0.932401 valid_0's binary_logloss: 0.281126 valid_1's auc: 0.90683 valid_1's binary_logloss: 0.318989
[90] valid_0's auc: 0.932652 valid_0's binary_logloss: 0.280701 valid_1's auc: 0.906714 valid_1's binary_logloss: 0.319214
[91] valid_0's auc: 0.932829 valid_0's binary_logloss: 0.28037 valid_1's auc: 0.906714 valid_1's binary_logloss: 0.319206
[92] valid_0's auc: 0.933072 valid_0's binary_logloss: 0.279957 valid_1's auc: 0.906607 valid_1's binary_logloss: 0.319386
[93] valid_0's auc: 0.933271 valid_0's binary_logloss: 0.27962 valid_1's auc: 0.906606 valid_1's binary_logloss: 0.319354
[94] valid_0's auc: 0.933536 valid_0's binary_logloss: 0.279148 valid_1's auc: 0.906476 valid_1's binary_logloss: 0.319605
[95] valid_0's auc: 0.933723 valid_0's binary_logloss: 0.278802 valid_1's auc: 0.906436 valid_1's binary_logloss: 0.319765
[96] valid_0's auc: 0.934007 valid_0's binary_logloss: 0.278301 valid_1's auc: 0.906438 valid_1's binary_logloss: 0.319797
[97] valid_0's auc: 0.934129 valid_0's binary_logloss: 0.278058 valid_1's auc: 0.90642 valid_1's binary_logloss: 0.319834
[98] valid_0's auc: 0.9344 valid_0's binary_logloss: 0.277588 valid_1's auc: 0.906423 valid_1's binary_logloss: 0.319876
[99] valid_0's auc: 0.934608 valid_0's binary_logloss: 0.27723 valid_1's auc: 0.906417 valid_1's binary_logloss: 0.319961
[100] valid_0's auc: 0.934815 valid_0's binary_logloss: 0.276881 valid_1's auc: 0.906317 valid_1's binary_logloss: 0.320131
[101] valid_0's auc: 0.934988 valid_0's binary_logloss: 0.276567 valid_1's auc: 0.906179 valid_1's binary_logloss: 0.320355
[102] valid_0's auc: 0.935251 valid_0's binary_logloss: 0.276152 valid_1's auc: 0.906178 valid_1's binary_logloss: 0.320406
[103] valid_0's auc: 0.935444 valid_0's binary_logloss: 0.275822 valid_1's auc: 0.906132 valid_1's binary_logloss: 0.320441
[104] valid_0's auc: 0.935626 valid_0's binary_logloss: 0.27552 valid_1's auc: 0.906094 valid_1's binary_logloss: 0.320485
[105] valid_0's auc: 0.935825 valid_0's binary_logloss: 0.275177 valid_1's auc: 0.906082 valid_1's binary_logloss: 0.320535
[106] valid_0's auc: 0.93606 valid_0's binary_logloss: 0.27477 valid_1's auc: 0.906017 valid_1's binary_logloss: 0.320679
[107] valid_0's auc: 0.936295 valid_0's binary_logloss: 0.274371 valid_1's auc: 0.905918 valid_1's binary_logloss: 0.320893
[108] valid_0's auc: 0.936501 valid_0's binary_logloss: 0.273994 valid_1's auc: 0.905957 valid_1's binary_logloss: 0.320858
[109] valid_0's auc: 0.936685 valid_0's binary_logloss: 0.27367 valid_1's auc: 0.905895 valid_1's binary_logloss: 0.320982
[110] valid_0's auc: 0.936899 valid_0's binary_logloss: 0.273327 valid_1's auc: 0.90575 valid_1's binary_logloss: 0.321248
[111] valid_0's auc: 0.937054 valid_0's binary_logloss: 0.273025 valid_1's auc: 0.905676 valid_1's binary_logloss: 0.321442
[112] valid_0's auc: 0.93732 valid_0's binary_logloss: 0.27259 valid_1's auc: 0.905665 valid_1's binary_logloss: 0.321469
[113] valid_0's auc: 0.937499 valid_0's binary_logloss: 0.272268 valid_1's auc: 0.905569 valid_1's binary_logloss: 0.321647
[114] valid_0's auc: 0.937725 valid_0's binary_logloss: 0.271876 valid_1's auc: 0.905532 valid_1's binary_logloss: 0.321671
[115] valid_0's auc: 0.938006 valid_0's binary_logloss: 0.271402 valid_1's auc: 0.905503 valid_1's binary_logloss: 0.321772
[116] valid_0's auc: 0.938198 valid_0's binary_logloss: 0.27107 valid_1's auc: 0.905489 valid_1's binary_logloss: 0.321776
[117] valid_0's auc: 0.93844 valid_0's binary_logloss: 0.270638 valid_1's auc: 0.905536 valid_1's binary_logloss: 0.321646
[118] valid_0's auc: 0.938594 valid_0's binary_logloss: 0.270341 valid_1's auc: 0.905547 valid_1's binary_logloss: 0.321643
[119] valid_0's auc: 0.938857 valid_0's binary_logloss: 0.269876 valid_1's auc: 0.905419 valid_1's binary_logloss: 0.321921
[120] valid_0's auc: 0.939076 valid_0's binary_logloss: 0.269496 valid_1's auc: 0.905337 valid_1's binary_logloss: 0.322051
[121] valid_0's auc: 0.939223 valid_0's binary_logloss: 0.269226 valid_1's auc: 0.905396 valid_1's binary_logloss: 0.322015
[122] valid_0's auc: 0.939466 valid_0's binary_logloss: 0.268791 valid_1's auc: 0.905463 valid_1's binary_logloss: 0.321958
[123] valid_0's auc: 0.939637 valid_0's binary_logloss: 0.26849 valid_1's auc: 0.905466 valid_1's binary_logloss: 0.321952
[124] valid_0's auc: 0.939841 valid_0's binary_logloss: 0.268092 valid_1's auc: 0.905492 valid_1's binary_logloss: 0.321939
[125] valid_0's auc: 0.939963 valid_0's binary_logloss: 0.267853 valid_1's auc: 0.905566 valid_1's binary_logloss: 0.321895
[126] valid_0's auc: 0.94017 valid_0's binary_logloss: 0.267485 valid_1's auc: 0.905566 valid_1's binary_logloss: 0.321915
[127] valid_0's auc: 0.940325 valid_0's binary_logloss: 0.26714 valid_1's auc: 0.9055 valid_1's binary_logloss: 0.322114
[128] valid_0's auc: 0.94048 valid_0's binary_logloss: 0.266849 valid_1's auc: 0.905571 valid_1's binary_logloss: 0.322058
[129] valid_0's auc: 0.940628 valid_0's binary_logloss: 0.266551 valid_1's auc: 0.905467 valid_1's binary_logloss: 0.322261
[130] valid_0's auc: 0.940794 valid_0's binary_logloss: 0.266233 valid_1's auc: 0.905474 valid_1's binary_logloss: 0.322286
[131] valid_0's auc: 0.940999 valid_0's binary_logloss: 0.26585 valid_1's auc: 0.905432 valid_1's binary_logloss: 0.322381
[132] valid_0's auc: 0.941137 valid_0's binary_logloss: 0.265596 valid_1's auc: 0.905423 valid_1's binary_logloss: 0.322419
[133] valid_0's auc: 0.941346 valid_0's binary_logloss: 0.265217 valid_1's auc: 0.905346 valid_1's binary_logloss: 0.322589
[134] valid_0's auc: 0.941546 valid_0's binary_logloss: 0.264818 valid_1's auc: 0.905244 valid_1's binary_logloss: 0.322781
Early stopping, best iteration is:
[34] valid_0's auc: 0.916045 valid_0's binary_logloss: 0.312468 valid_1's auc: 0.908533 valid_1's binary_logloss: 0.318693
[1] valid_0's auc: 0.887983 valid_0's binary_logloss: 0.517034 valid_1's auc: 0.891755 valid_1's binary_logloss: 0.508452
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.89066 valid_0's binary_logloss: 0.488464 valid_1's auc: 0.89629 valid_1's binary_logloss: 0.478946
[3] valid_0's auc: 0.891984 valid_0's binary_logloss: 0.465365 valid_1's auc: 0.897538 valid_1's binary_logloss: 0.455741
[4] valid_0's auc: 0.896159 valid_0's binary_logloss: 0.446069 valid_1's auc: 0.901608 valid_1's binary_logloss: 0.43617
[5] valid_0's auc: 0.896836 valid_0's binary_logloss: 0.43022 valid_1's auc: 0.902385 valid_1's binary_logloss: 0.420003
[6] valid_0's auc: 0.897532 valid_0's binary_logloss: 0.416675 valid_1's auc: 0.902107 valid_1's binary_logloss: 0.406595
[7] valid_0's auc: 0.898859 valid_0's binary_logloss: 0.404875 valid_1's auc: 0.902903 valid_1's binary_logloss: 0.394907
[8] valid_0's auc: 0.899531 valid_0's binary_logloss: 0.394951 valid_1's auc: 0.903622 valid_1's binary_logloss: 0.384787
[9] valid_0's auc: 0.899803 valid_0's binary_logloss: 0.386385 valid_1's auc: 0.904479 valid_1's binary_logloss: 0.376169
[10] valid_0's auc: 0.90085 valid_0's binary_logloss: 0.378764 valid_1's auc: 0.904859 valid_1's binary_logloss: 0.369074
[11] valid_0's auc: 0.901544 valid_0's binary_logloss: 0.372015 valid_1's auc: 0.905244 valid_1's binary_logloss: 0.36246
[12] valid_0's auc: 0.902572 valid_0's binary_logloss: 0.366163 valid_1's auc: 0.905663 valid_1's binary_logloss: 0.356912
[13] valid_0's auc: 0.903409 valid_0's binary_logloss: 0.360834 valid_1's auc: 0.905934 valid_1's binary_logloss: 0.352169
[14] valid_0's auc: 0.904166 valid_0's binary_logloss: 0.356033 valid_1's auc: 0.906466 valid_1's binary_logloss: 0.347704
[15] valid_0's auc: 0.904984 valid_0's binary_logloss: 0.351614 valid_1's auc: 0.906578 valid_1's binary_logloss: 0.344168
[16] valid_0's auc: 0.905714 valid_0's binary_logloss: 0.347783 valid_1's auc: 0.906981 valid_1's binary_logloss: 0.34075
[17] valid_0's auc: 0.906246 valid_0's binary_logloss: 0.344301 valid_1's auc: 0.907143 valid_1's binary_logloss: 0.337847
[18] valid_0's auc: 0.90728 valid_0's binary_logloss: 0.340983 valid_1's auc: 0.907423 valid_1's binary_logloss: 0.335175
[19] valid_0's auc: 0.907688 valid_0's binary_logloss: 0.338297 valid_1's auc: 0.90762 valid_1's binary_logloss: 0.332981
[20] valid_0's auc: 0.908408 valid_0's binary_logloss: 0.335618 valid_1's auc: 0.907783 valid_1's binary_logloss: 0.331061
[21] valid_0's auc: 0.909061 valid_0's binary_logloss: 0.333145 valid_1's auc: 0.907854 valid_1's binary_logloss: 0.329397
[22] valid_0's auc: 0.909826 valid_0's binary_logloss: 0.330782 valid_1's auc: 0.907902 valid_1's binary_logloss: 0.327969
[23] valid_0's auc: 0.91065 valid_0's binary_logloss: 0.328456 valid_1's auc: 0.908232 valid_1's binary_logloss: 0.326281
[24] valid_0's auc: 0.911281 valid_0's binary_logloss: 0.326372 valid_1's auc: 0.908587 valid_1's binary_logloss: 0.324744
[25] valid_0's auc: 0.911828 valid_0's binary_logloss: 0.324552 valid_1's auc: 0.908584 valid_1's binary_logloss: 0.323621
[26] valid_0's auc: 0.912259 valid_0's binary_logloss: 0.322968 valid_1's auc: 0.908733 valid_1's binary_logloss: 0.322513
[27] valid_0's auc: 0.912769 valid_0's binary_logloss: 0.321367 valid_1's auc: 0.908998 valid_1's binary_logloss: 0.321379
[28] valid_0's auc: 0.913292 valid_0's binary_logloss: 0.319838 valid_1's auc: 0.90903 valid_1's binary_logloss: 0.320657
[29] valid_0's auc: 0.913879 valid_0's binary_logloss: 0.318352 valid_1's auc: 0.908965 valid_1's binary_logloss: 0.320061
[30] valid_0's auc: 0.914273 valid_0's binary_logloss: 0.317119 valid_1's auc: 0.909043 valid_1's binary_logloss: 0.319426
[31] valid_0's auc: 0.914778 valid_0's binary_logloss: 0.315856 valid_1's auc: 0.909101 valid_1's binary_logloss: 0.318886
[32] valid_0's auc: 0.915165 valid_0's binary_logloss: 0.31472 valid_1's auc: 0.90916 valid_1's binary_logloss: 0.318401
[33] valid_0's auc: 0.915587 valid_0's binary_logloss: 0.313594 valid_1's auc: 0.909288 valid_1's binary_logloss: 0.317881
[34] valid_0's auc: 0.916204 valid_0's binary_logloss: 0.312259 valid_1's auc: 0.90929 valid_1's binary_logloss: 0.317648
[35] valid_0's auc: 0.916597 valid_0's binary_logloss: 0.311226 valid_1's auc: 0.909404 valid_1's binary_logloss: 0.317119
[36] valid_0's auc: 0.917055 valid_0's binary_logloss: 0.310184 valid_1's auc: 0.909525 valid_1's binary_logloss: 0.316668
[37] valid_0's auc: 0.917456 valid_0's binary_logloss: 0.309239 valid_1's auc: 0.909523 valid_1's binary_logloss: 0.316417
[38] valid_0's auc: 0.917845 valid_0's binary_logloss: 0.308389 valid_1's auc: 0.909469 valid_1's binary_logloss: 0.316263
[39] valid_0's auc: 0.918247 valid_0's binary_logloss: 0.307465 valid_1's auc: 0.909394 valid_1's binary_logloss: 0.316188
[40] valid_0's auc: 0.918689 valid_0's binary_logloss: 0.306525 valid_1's auc: 0.90919 valid_1's binary_logloss: 0.316355
[41] valid_0's auc: 0.919074 valid_0's binary_logloss: 0.305733 valid_1's auc: 0.909194 valid_1's binary_logloss: 0.316209
[42] valid_0's auc: 0.919468 valid_0's binary_logloss: 0.30486 valid_1's auc: 0.90911 valid_1's binary_logloss: 0.316194
[43] valid_0's auc: 0.919843 valid_0's binary_logloss: 0.304037 valid_1's auc: 0.909134 valid_1's binary_logloss: 0.31607
[44] valid_0's auc: 0.92022 valid_0's binary_logloss: 0.303238 valid_1's auc: 0.909093 valid_1's binary_logloss: 0.31603
[45] valid_0's auc: 0.920556 valid_0's binary_logloss: 0.302545 valid_1's auc: 0.909079 valid_1's binary_logloss: 0.315931
[46] valid_0's auc: 0.920891 valid_0's binary_logloss: 0.30179 valid_1's auc: 0.909124 valid_1's binary_logloss: 0.31577
[47] valid_0's auc: 0.921258 valid_0's binary_logloss: 0.301129 valid_1's auc: 0.909124 valid_1's binary_logloss: 0.315691
[48] valid_0's auc: 0.921526 valid_0's binary_logloss: 0.300569 valid_1's auc: 0.909048 valid_1's binary_logloss: 0.315767
[49] valid_0's auc: 0.921836 valid_0's binary_logloss: 0.299924 valid_1's auc: 0.909038 valid_1's binary_logloss: 0.315706
[50] valid_0's auc: 0.922194 valid_0's binary_logloss: 0.299257 valid_1's auc: 0.909013 valid_1's binary_logloss: 0.31569
[51] valid_0's auc: 0.922461 valid_0's binary_logloss: 0.298705 valid_1's auc: 0.909016 valid_1's binary_logloss: 0.31568
[52] valid_0's auc: 0.922743 valid_0's binary_logloss: 0.298202 valid_1's auc: 0.908913 valid_1's binary_logloss: 0.315769
[53] valid_0's auc: 0.923049 valid_0's binary_logloss: 0.297602 valid_1's auc: 0.909016 valid_1's binary_logloss: 0.315559
[54] valid_0's auc: 0.923299 valid_0's binary_logloss: 0.297118 valid_1's auc: 0.908834 valid_1's binary_logloss: 0.315769
[55] valid_0's auc: 0.92355 valid_0's binary_logloss: 0.296607 valid_1's auc: 0.908724 valid_1's binary_logloss: 0.315892
[56] valid_0's auc: 0.923788 valid_0's binary_logloss: 0.296101 valid_1's auc: 0.908669 valid_1's binary_logloss: 0.315888
[57] valid_0's auc: 0.92408 valid_0's binary_logloss: 0.295571 valid_1's auc: 0.908711 valid_1's binary_logloss: 0.315809
[58] valid_0's auc: 0.924463 valid_0's binary_logloss: 0.294925 valid_1's auc: 0.9087 valid_1's binary_logloss: 0.315791
[59] valid_0's auc: 0.924823 valid_0's binary_logloss: 0.294296 valid_1's auc: 0.908785 valid_1's binary_logloss: 0.315673
[60] valid_0's auc: 0.925159 valid_0's binary_logloss: 0.293739 valid_1's auc: 0.908687 valid_1's binary_logloss: 0.315886
[61] valid_0's auc: 0.925459 valid_0's binary_logloss: 0.293252 valid_1's auc: 0.908516 valid_1's binary_logloss: 0.316177
[62] valid_0's auc: 0.925813 valid_0's binary_logloss: 0.292643 valid_1's auc: 0.908349 valid_1's binary_logloss: 0.316386
[63] valid_0's auc: 0.926043 valid_0's binary_logloss: 0.292193 valid_1's auc: 0.908261 valid_1's binary_logloss: 0.316493
[64] valid_0's auc: 0.926286 valid_0's binary_logloss: 0.291752 valid_1's auc: 0.908255 valid_1's binary_logloss: 0.316528
[65] valid_0's auc: 0.926536 valid_0's binary_logloss: 0.291299 valid_1's auc: 0.908362 valid_1's binary_logloss: 0.316372
[66] valid_0's auc: 0.926795 valid_0's binary_logloss: 0.290837 valid_1's auc: 0.90826 valid_1's binary_logloss: 0.316494
[67] valid_0's auc: 0.927055 valid_0's binary_logloss: 0.290367 valid_1's auc: 0.908259 valid_1's binary_logloss: 0.316577
[68] valid_0's auc: 0.927235 valid_0's binary_logloss: 0.290034 valid_1's auc: 0.908203 valid_1's binary_logloss: 0.31661
[69] valid_0's auc: 0.927487 valid_0's binary_logloss: 0.289541 valid_1's auc: 0.908148 valid_1's binary_logloss: 0.316702
[70] valid_0's auc: 0.927764 valid_0's binary_logloss: 0.289032 valid_1's auc: 0.908076 valid_1's binary_logloss: 0.3168
[71] valid_0's auc: 0.928041 valid_0's binary_logloss: 0.288516 valid_1's auc: 0.907992 valid_1's binary_logloss: 0.316959
[72] valid_0's auc: 0.928403 valid_0's binary_logloss: 0.287954 valid_1's auc: 0.908001 valid_1's binary_logloss: 0.31693
[73] valid_0's auc: 0.92867 valid_0's binary_logloss: 0.287474 valid_1's auc: 0.908048 valid_1's binary_logloss: 0.316926
[74] valid_0's auc: 0.92883 valid_0's binary_logloss: 0.287143 valid_1's auc: 0.908129 valid_1's binary_logloss: 0.316815
[75] valid_0's auc: 0.929105 valid_0's binary_logloss: 0.286651 valid_1's auc: 0.908089 valid_1's binary_logloss: 0.316882
[76] valid_0's auc: 0.929344 valid_0's binary_logloss: 0.286229 valid_1's auc: 0.908056 valid_1's binary_logloss: 0.316958
[77] valid_0's auc: 0.929541 valid_0's binary_logloss: 0.285854 valid_1's auc: 0.907887 valid_1's binary_logloss: 0.317259
[78] valid_0's auc: 0.929747 valid_0's binary_logloss: 0.2855 valid_1's auc: 0.907871 valid_1's binary_logloss: 0.317248
[79] valid_0's auc: 0.929961 valid_0's binary_logloss: 0.285092 valid_1's auc: 0.907776 valid_1's binary_logloss: 0.317469
[80] valid_0's auc: 0.930182 valid_0's binary_logloss: 0.284749 valid_1's auc: 0.90779 valid_1's binary_logloss: 0.317454
[81] valid_0's auc: 0.930484 valid_0's binary_logloss: 0.284228 valid_1's auc: 0.90778 valid_1's binary_logloss: 0.317445
[82] valid_0's auc: 0.930752 valid_0's binary_logloss: 0.283799 valid_1's auc: 0.907838 valid_1's binary_logloss: 0.317316
[83] valid_0's auc: 0.930985 valid_0's binary_logloss: 0.283347 valid_1's auc: 0.907827 valid_1's binary_logloss: 0.317368
[84] valid_0's auc: 0.931216 valid_0's binary_logloss: 0.282959 valid_1's auc: 0.907863 valid_1's binary_logloss: 0.317368
[85] valid_0's auc: 0.93137 valid_0's binary_logloss: 0.282683 valid_1's auc: 0.907742 valid_1's binary_logloss: 0.317544
[86] valid_0's auc: 0.931629 valid_0's binary_logloss: 0.28225 valid_1's auc: 0.907811 valid_1's binary_logloss: 0.317469
[87] valid_0's auc: 0.931938 valid_0's binary_logloss: 0.281722 valid_1's auc: 0.907702 valid_1's binary_logloss: 0.317662
[88] valid_0's auc: 0.932099 valid_0's binary_logloss: 0.281383 valid_1's auc: 0.90765 valid_1's binary_logloss: 0.317798
[89] valid_0's auc: 0.93232 valid_0's binary_logloss: 0.280998 valid_1's auc: 0.907589 valid_1's binary_logloss: 0.317898
[90] valid_0's auc: 0.932602 valid_0's binary_logloss: 0.28053 valid_1's auc: 0.907611 valid_1's binary_logloss: 0.31792
[91] valid_0's auc: 0.932778 valid_0's binary_logloss: 0.280208 valid_1's auc: 0.907607 valid_1's binary_logloss: 0.317958
[92] valid_0's auc: 0.932993 valid_0's binary_logloss: 0.279821 valid_1's auc: 0.907576 valid_1's binary_logloss: 0.318052
[93] valid_0's auc: 0.933286 valid_0's binary_logloss: 0.279352 valid_1's auc: 0.907599 valid_1's binary_logloss: 0.318108
[94] valid_0's auc: 0.933531 valid_0's binary_logloss: 0.278951 valid_1's auc: 0.907591 valid_1's binary_logloss: 0.3181
[95] valid_0's auc: 0.933767 valid_0's binary_logloss: 0.27857 valid_1's auc: 0.90751 valid_1's binary_logloss: 0.318217
[96] valid_0's auc: 0.933968 valid_0's binary_logloss: 0.278262 valid_1's auc: 0.907487 valid_1's binary_logloss: 0.318262
[97] valid_0's auc: 0.934129 valid_0's binary_logloss: 0.277986 valid_1's auc: 0.907454 valid_1's binary_logloss: 0.318312
[98] valid_0's auc: 0.934335 valid_0's binary_logloss: 0.277631 valid_1's auc: 0.90736 valid_1's binary_logloss: 0.318435
[99] valid_0's auc: 0.934541 valid_0's binary_logloss: 0.277266 valid_1's auc: 0.907367 valid_1's binary_logloss: 0.318485
[100] valid_0's auc: 0.934777 valid_0's binary_logloss: 0.276843 valid_1's auc: 0.907282 valid_1's binary_logloss: 0.318649
[101] valid_0's auc: 0.93499 valid_0's binary_logloss: 0.276494 valid_1's auc: 0.907275 valid_1's binary_logloss: 0.318708
[102] valid_0's auc: 0.935186 valid_0's binary_logloss: 0.27611 valid_1's auc: 0.907215 valid_1's binary_logloss: 0.31884
[103] valid_0's auc: 0.935369 valid_0's binary_logloss: 0.27581 valid_1's auc: 0.907264 valid_1's binary_logloss: 0.318753
[104] valid_0's auc: 0.935616 valid_0's binary_logloss: 0.275373 valid_1's auc: 0.907236 valid_1's binary_logloss: 0.318815
[105] valid_0's auc: 0.935832 valid_0's binary_logloss: 0.275026 valid_1's auc: 0.907294 valid_1's binary_logloss: 0.318702
[106] valid_0's auc: 0.936047 valid_0's binary_logloss: 0.274648 valid_1's auc: 0.907097 valid_1's binary_logloss: 0.31902
[107] valid_0's auc: 0.936236 valid_0's binary_logloss: 0.274316 valid_1's auc: 0.907063 valid_1's binary_logloss: 0.319115
[108] valid_0's auc: 0.936403 valid_0's binary_logloss: 0.274024 valid_1's auc: 0.906923 valid_1's binary_logloss: 0.319412
[109] valid_0's auc: 0.936558 valid_0's binary_logloss: 0.273755 valid_1's auc: 0.907004 valid_1's binary_logloss: 0.319294
[110] valid_0's auc: 0.936801 valid_0's binary_logloss: 0.273328 valid_1's auc: 0.906893 valid_1's binary_logloss: 0.319473
[111] valid_0's auc: 0.936999 valid_0's binary_logloss: 0.27296 valid_1's auc: 0.906856 valid_1's binary_logloss: 0.319543
[112] valid_0's auc: 0.937193 valid_0's binary_logloss: 0.272599 valid_1's auc: 0.906714 valid_1's binary_logloss: 0.319848
[113] valid_0's auc: 0.937312 valid_0's binary_logloss: 0.272386 valid_1's auc: 0.906682 valid_1's binary_logloss: 0.319922
[114] valid_0's auc: 0.937499 valid_0's binary_logloss: 0.272065 valid_1's auc: 0.906594 valid_1's binary_logloss: 0.32008
[115] valid_0's auc: 0.937663 valid_0's binary_logloss: 0.271751 valid_1's auc: 0.906521 valid_1's binary_logloss: 0.320239
[116] valid_0's auc: 0.937795 valid_0's binary_logloss: 0.271507 valid_1's auc: 0.906597 valid_1's binary_logloss: 0.320137
[117] valid_0's auc: 0.93801 valid_0's binary_logloss: 0.271106 valid_1's auc: 0.90662 valid_1's binary_logloss: 0.320143
[118] valid_0's auc: 0.938196 valid_0's binary_logloss: 0.270758 valid_1's auc: 0.906525 valid_1's binary_logloss: 0.320335
[119] valid_0's auc: 0.938401 valid_0's binary_logloss: 0.270423 valid_1's auc: 0.906408 valid_1's binary_logloss: 0.320509
[120] valid_0's auc: 0.938573 valid_0's binary_logloss: 0.270139 valid_1's auc: 0.906343 valid_1's binary_logloss: 0.320625
[121] valid_0's auc: 0.938739 valid_0's binary_logloss: 0.269845 valid_1's auc: 0.906315 valid_1's binary_logloss: 0.320734
[122] valid_0's auc: 0.938932 valid_0's binary_logloss: 0.269495 valid_1's auc: 0.906147 valid_1's binary_logloss: 0.320985
[123] valid_0's auc: 0.939103 valid_0's binary_logloss: 0.269178 valid_1's auc: 0.90611 valid_1's binary_logloss: 0.321084
[124] valid_0's auc: 0.939306 valid_0's binary_logloss: 0.268825 valid_1's auc: 0.906015 valid_1's binary_logloss: 0.321262
[125] valid_0's auc: 0.939483 valid_0's binary_logloss: 0.268519 valid_1's auc: 0.905925 valid_1's binary_logloss: 0.321408
[126] valid_0's auc: 0.939615 valid_0's binary_logloss: 0.268263 valid_1's auc: 0.905864 valid_1's binary_logloss: 0.321589
[127] valid_0's auc: 0.939773 valid_0's binary_logloss: 0.267957 valid_1's auc: 0.905828 valid_1's binary_logloss: 0.321712
[128] valid_0's auc: 0.939898 valid_0's binary_logloss: 0.26772 valid_1's auc: 0.905789 valid_1's binary_logloss: 0.321791
[129] valid_0's auc: 0.940027 valid_0's binary_logloss: 0.267469 valid_1's auc: 0.905776 valid_1's binary_logloss: 0.321854
[130] valid_0's auc: 0.940193 valid_0's binary_logloss: 0.267161 valid_1's auc: 0.905695 valid_1's binary_logloss: 0.32201
[131] valid_0's auc: 0.940319 valid_0's binary_logloss: 0.26692 valid_1's auc: 0.905662 valid_1's binary_logloss: 0.322084
[132] valid_0's auc: 0.940397 valid_0's binary_logloss: 0.266761 valid_1's auc: 0.905587 valid_1's binary_logloss: 0.322222
[133] valid_0's auc: 0.940548 valid_0's binary_logloss: 0.266503 valid_1's auc: 0.90554 valid_1's binary_logloss: 0.322282
[134] valid_0's auc: 0.940775 valid_0's binary_logloss: 0.266129 valid_1's auc: 0.905529 valid_1's binary_logloss: 0.32229
[135] valid_0's auc: 0.941025 valid_0's binary_logloss: 0.265689 valid_1's auc: 0.905494 valid_1's binary_logloss: 0.322373
[136] valid_0's auc: 0.94115 valid_0's binary_logloss: 0.265449 valid_1's auc: 0.905453 valid_1's binary_logloss: 0.322479
Early stopping, best iteration is:
[36] valid_0's auc: 0.917055 valid_0's binary_logloss: 0.310184 valid_1's auc: 0.909525 valid_1's binary_logloss: 0.316668
[1] valid_0's auc: 0.889017 valid_0's binary_logloss: 0.51704 valid_1's auc: 0.893003 valid_1's binary_logloss: 0.508663
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.893965 valid_0's binary_logloss: 0.48775 valid_1's auc: 0.898564 valid_1's binary_logloss: 0.47888
[3] valid_0's auc: 0.895655 valid_0's binary_logloss: 0.464581 valid_1's auc: 0.900964 valid_1's binary_logloss: 0.455298
[4] valid_0's auc: 0.897539 valid_0's binary_logloss: 0.445277 valid_1's auc: 0.902035 valid_1's binary_logloss: 0.435832
[5] valid_0's auc: 0.898387 valid_0's binary_logloss: 0.429396 valid_1's auc: 0.902551 valid_1's binary_logloss: 0.419909
[6] valid_0's auc: 0.899784 valid_0's binary_logloss: 0.415601 valid_1's auc: 0.903665 valid_1's binary_logloss: 0.405988
[7] valid_0's auc: 0.900824 valid_0's binary_logloss: 0.403723 valid_1's auc: 0.904429 valid_1's binary_logloss: 0.394052
[8] valid_0's auc: 0.902088 valid_0's binary_logloss: 0.39344 valid_1's auc: 0.904468 valid_1's binary_logloss: 0.384577
[9] valid_0's auc: 0.902694 valid_0's binary_logloss: 0.384752 valid_1's auc: 0.904777 valid_1's binary_logloss: 0.376082
[10] valid_0's auc: 0.903391 valid_0's binary_logloss: 0.377109 valid_1's auc: 0.905176 valid_1's binary_logloss: 0.368864
[11] valid_0's auc: 0.904096 valid_0's binary_logloss: 0.370215 valid_1's auc: 0.9052 valid_1's binary_logloss: 0.362563
[12] valid_0's auc: 0.904953 valid_0's binary_logloss: 0.36405 valid_1's auc: 0.90565 valid_1's binary_logloss: 0.356965
[13] valid_0's auc: 0.905971 valid_0's binary_logloss: 0.358588 valid_1's auc: 0.906212 valid_1's binary_logloss: 0.351909
[14] valid_0's auc: 0.90702 valid_0's binary_logloss: 0.35362 valid_1's auc: 0.906786 valid_1's binary_logloss: 0.347828
[15] valid_0's auc: 0.907713 valid_0's binary_logloss: 0.349262 valid_1's auc: 0.906916 valid_1's binary_logloss: 0.344105
[16] valid_0's auc: 0.908381 valid_0's binary_logloss: 0.345411 valid_1's auc: 0.907233 valid_1's binary_logloss: 0.34082
[17] valid_0's auc: 0.908924 valid_0's binary_logloss: 0.34202 valid_1's auc: 0.907311 valid_1's binary_logloss: 0.338023
[18] valid_0's auc: 0.909721 valid_0's binary_logloss: 0.338681 valid_1's auc: 0.907751 valid_1's binary_logloss: 0.335254
[19] valid_0's auc: 0.91022 valid_0's binary_logloss: 0.335887 valid_1's auc: 0.907815 valid_1's binary_logloss: 0.333127
[20] valid_0's auc: 0.910801 valid_0's binary_logloss: 0.333212 valid_1's auc: 0.907714 valid_1's binary_logloss: 0.33124
[21] valid_0's auc: 0.911408 valid_0's binary_logloss: 0.330734 valid_1's auc: 0.907928 valid_1's binary_logloss: 0.329457
[22] valid_0's auc: 0.911972 valid_0's binary_logloss: 0.328387 valid_1's auc: 0.90807 valid_1's binary_logloss: 0.327816
[23] valid_0's auc: 0.912761 valid_0's binary_logloss: 0.326142 valid_1's auc: 0.908197 valid_1's binary_logloss: 0.326528
[24] valid_0's auc: 0.913524 valid_0's binary_logloss: 0.323941 valid_1's auc: 0.908612 valid_1's binary_logloss: 0.324926
[25] valid_0's auc: 0.914174 valid_0's binary_logloss: 0.321948 valid_1's auc: 0.908783 valid_1's binary_logloss: 0.323723
[26] valid_0's auc: 0.914852 valid_0's binary_logloss: 0.319983 valid_1's auc: 0.908928 valid_1's binary_logloss: 0.322644
[27] valid_0's auc: 0.915466 valid_0's binary_logloss: 0.318315 valid_1's auc: 0.909014 valid_1's binary_logloss: 0.321733
[28] valid_0's auc: 0.916026 valid_0's binary_logloss: 0.316677 valid_1's auc: 0.909029 valid_1's binary_logloss: 0.320995
[29] valid_0's auc: 0.916624 valid_0's binary_logloss: 0.315105 valid_1's auc: 0.909 valid_1's binary_logloss: 0.320399
[30] valid_0's auc: 0.917074 valid_0's binary_logloss: 0.313791 valid_1's auc: 0.908976 valid_1's binary_logloss: 0.319869
[31] valid_0's auc: 0.917669 valid_0's binary_logloss: 0.312373 valid_1's auc: 0.908985 valid_1's binary_logloss: 0.319336
[32] valid_0's auc: 0.918185 valid_0's binary_logloss: 0.311106 valid_1's auc: 0.908975 valid_1's binary_logloss: 0.318913
[33] valid_0's auc: 0.918688 valid_0's binary_logloss: 0.309854 valid_1's auc: 0.909075 valid_1's binary_logloss: 0.318445
[34] valid_0's auc: 0.919132 valid_0's binary_logloss: 0.308681 valid_1's auc: 0.909038 valid_1's binary_logloss: 0.318088
[35] valid_0's auc: 0.919628 valid_0's binary_logloss: 0.307502 valid_1's auc: 0.909135 valid_1's binary_logloss: 0.317632
[36] valid_0's auc: 0.920057 valid_0's binary_logloss: 0.306455 valid_1's auc: 0.909115 valid_1's binary_logloss: 0.317404
[37] valid_0's auc: 0.920619 valid_0's binary_logloss: 0.305373 valid_1's auc: 0.909123 valid_1's binary_logloss: 0.317138
[38] valid_0's auc: 0.921063 valid_0's binary_logloss: 0.3044 valid_1's auc: 0.908963 valid_1's binary_logloss: 0.31714
[39] valid_0's auc: 0.921527 valid_0's binary_logloss: 0.303407 valid_1's auc: 0.908999 valid_1's binary_logloss: 0.316944
[40] valid_0's auc: 0.921993 valid_0's binary_logloss: 0.302462 valid_1's auc: 0.908929 valid_1's binary_logloss: 0.316911
[41] valid_0's auc: 0.922464 valid_0's binary_logloss: 0.301427 valid_1's auc: 0.908767 valid_1's binary_logloss: 0.31694
[42] valid_0's auc: 0.922911 valid_0's binary_logloss: 0.30047 valid_1's auc: 0.908794 valid_1's binary_logloss: 0.31667
[43] valid_0's auc: 0.923327 valid_0's binary_logloss: 0.299654 valid_1's auc: 0.908908 valid_1's binary_logloss: 0.316418
[44] valid_0's auc: 0.923745 valid_0's binary_logloss: 0.298826 valid_1's auc: 0.908948 valid_1's binary_logloss: 0.31623
[45] valid_0's auc: 0.924137 valid_0's binary_logloss: 0.298016 valid_1's auc: 0.90893 valid_1's binary_logloss: 0.316185
[46] valid_0's auc: 0.924505 valid_0's binary_logloss: 0.29724 valid_1's auc: 0.90897 valid_1's binary_logloss: 0.316023
[47] valid_0's auc: 0.924849 valid_0's binary_logloss: 0.296548 valid_1's auc: 0.908886 valid_1's binary_logloss: 0.316063
[48] valid_0's auc: 0.925234 valid_0's binary_logloss: 0.295834 valid_1's auc: 0.908919 valid_1's binary_logloss: 0.315925
[49] valid_0's auc: 0.92565 valid_0's binary_logloss: 0.29507 valid_1's auc: 0.90888 valid_1's binary_logloss: 0.3159
[50] valid_0's auc: 0.926046 valid_0's binary_logloss: 0.294374 valid_1's auc: 0.908865 valid_1's binary_logloss: 0.31583
[51] valid_0's auc: 0.926434 valid_0's binary_logloss: 0.293628 valid_1's auc: 0.908873 valid_1's binary_logloss: 0.315792
[52] valid_0's auc: 0.926786 valid_0's binary_logloss: 0.292948 valid_1's auc: 0.90876 valid_1's binary_logloss: 0.315922
[53] valid_0's auc: 0.927211 valid_0's binary_logloss: 0.29213 valid_1's auc: 0.908748 valid_1's binary_logloss: 0.315878
[54] valid_0's auc: 0.927665 valid_0's binary_logloss: 0.29132 valid_1's auc: 0.908625 valid_1's binary_logloss: 0.315966
[55] valid_0's auc: 0.927959 valid_0's binary_logloss: 0.290725 valid_1's auc: 0.908632 valid_1's binary_logloss: 0.315958
[56] valid_0's auc: 0.928243 valid_0's binary_logloss: 0.290133 valid_1's auc: 0.908654 valid_1's binary_logloss: 0.315877
[57] valid_0's auc: 0.928567 valid_0's binary_logloss: 0.28949 valid_1's auc: 0.908579 valid_1's binary_logloss: 0.315982
[58] valid_0's auc: 0.928916 valid_0's binary_logloss: 0.2889 valid_1's auc: 0.908532 valid_1's binary_logloss: 0.316041
[59] valid_0's auc: 0.929229 valid_0's binary_logloss: 0.28829 valid_1's auc: 0.90853 valid_1's binary_logloss: 0.316035
[60] valid_0's auc: 0.92953 valid_0's binary_logloss: 0.287708 valid_1's auc: 0.908526 valid_1's binary_logloss: 0.315974
[61] valid_0's auc: 0.92995 valid_0's binary_logloss: 0.287003 valid_1's auc: 0.908262 valid_1's binary_logloss: 0.316386
[62] valid_0's auc: 0.930386 valid_0's binary_logloss: 0.286305 valid_1's auc: 0.908235 valid_1's binary_logloss: 0.316457
[63] valid_0's auc: 0.930679 valid_0's binary_logloss: 0.285782 valid_1's auc: 0.908149 valid_1's binary_logloss: 0.316658
[64] valid_0's auc: 0.931084 valid_0's binary_logloss: 0.285147 valid_1's auc: 0.908186 valid_1's binary_logloss: 0.316635
[65] valid_0's auc: 0.931427 valid_0's binary_logloss: 0.284507 valid_1's auc: 0.908243 valid_1's binary_logloss: 0.316525
[66] valid_0's auc: 0.931846 valid_0's binary_logloss: 0.283753 valid_1's auc: 0.90812 valid_1's binary_logloss: 0.316724
[67] valid_0's auc: 0.932211 valid_0's binary_logloss: 0.283163 valid_1's auc: 0.908215 valid_1's binary_logloss: 0.316634
[68] valid_0's auc: 0.932451 valid_0's binary_logloss: 0.282688 valid_1's auc: 0.90814 valid_1's binary_logloss: 0.31672
[69] valid_0's auc: 0.932807 valid_0's binary_logloss: 0.282106 valid_1's auc: 0.90792 valid_1's binary_logloss: 0.317004
[70] valid_0's auc: 0.933086 valid_0's binary_logloss: 0.281647 valid_1's auc: 0.907887 valid_1's binary_logloss: 0.317093
[71] valid_0's auc: 0.933387 valid_0's binary_logloss: 0.281075 valid_1's auc: 0.907877 valid_1's binary_logloss: 0.317059
[72] valid_0's auc: 0.933649 valid_0's binary_logloss: 0.28059 valid_1's auc: 0.907922 valid_1's binary_logloss: 0.317019
[73] valid_0's auc: 0.933981 valid_0's binary_logloss: 0.280024 valid_1's auc: 0.908019 valid_1's binary_logloss: 0.316932
[74] valid_0's auc: 0.93426 valid_0's binary_logloss: 0.279527 valid_1's auc: 0.908059 valid_1's binary_logloss: 0.316902
[75] valid_0's auc: 0.934497 valid_0's binary_logloss: 0.279065 valid_1's auc: 0.90808 valid_1's binary_logloss: 0.316832
[76] valid_0's auc: 0.934717 valid_0's binary_logloss: 0.278678 valid_1's auc: 0.908004 valid_1's binary_logloss: 0.316904
[77] valid_0's auc: 0.935024 valid_0's binary_logloss: 0.278147 valid_1's auc: 0.907907 valid_1's binary_logloss: 0.317068
[78] valid_0's auc: 0.935454 valid_0's binary_logloss: 0.277438 valid_1's auc: 0.907882 valid_1's binary_logloss: 0.317063
[79] valid_0's auc: 0.935705 valid_0's binary_logloss: 0.276937 valid_1's auc: 0.907881 valid_1's binary_logloss: 0.317098
[80] valid_0's auc: 0.936004 valid_0's binary_logloss: 0.276435 valid_1's auc: 0.907801 valid_1's binary_logloss: 0.317228
[81] valid_0's auc: 0.936242 valid_0's binary_logloss: 0.276002 valid_1's auc: 0.907795 valid_1's binary_logloss: 0.317266
[82] valid_0's auc: 0.936516 valid_0's binary_logloss: 0.27551 valid_1's auc: 0.907794 valid_1's binary_logloss: 0.317244
[83] valid_0's auc: 0.936823 valid_0's binary_logloss: 0.274999 valid_1's auc: 0.907898 valid_1's binary_logloss: 0.317089
[84] valid_0's auc: 0.937077 valid_0's binary_logloss: 0.274532 valid_1's auc: 0.907907 valid_1's binary_logloss: 0.317078
[85] valid_0's auc: 0.937354 valid_0's binary_logloss: 0.274045 valid_1's auc: 0.907749 valid_1's binary_logloss: 0.317288
[86] valid_0's auc: 0.937625 valid_0's binary_logloss: 0.273585 valid_1's auc: 0.907613 valid_1's binary_logloss: 0.317505
[87] valid_0's auc: 0.937925 valid_0's binary_logloss: 0.273025 valid_1's auc: 0.907582 valid_1's binary_logloss: 0.317575
[88] valid_0's auc: 0.938269 valid_0's binary_logloss: 0.272487 valid_1's auc: 0.907592 valid_1's binary_logloss: 0.317594
[89] valid_0's auc: 0.938599 valid_0's binary_logloss: 0.271899 valid_1's auc: 0.907574 valid_1's binary_logloss: 0.317589
[90] valid_0's auc: 0.938847 valid_0's binary_logloss: 0.271442 valid_1's auc: 0.907462 valid_1's binary_logloss: 0.317798
[91] valid_0's auc: 0.939119 valid_0's binary_logloss: 0.270984 valid_1's auc: 0.9074 valid_1's binary_logloss: 0.317913
[92] valid_0's auc: 0.939419 valid_0's binary_logloss: 0.270451 valid_1's auc: 0.907457 valid_1's binary_logloss: 0.317854
[93] valid_0's auc: 0.939613 valid_0's binary_logloss: 0.270076 valid_1's auc: 0.907331 valid_1's binary_logloss: 0.318094
[94] valid_0's auc: 0.939761 valid_0's binary_logloss: 0.269744 valid_1's auc: 0.907315 valid_1's binary_logloss: 0.318092
[95] valid_0's auc: 0.940023 valid_0's binary_logloss: 0.269299 valid_1's auc: 0.907369 valid_1's binary_logloss: 0.318038
[96] valid_0's auc: 0.940215 valid_0's binary_logloss: 0.268928 valid_1's auc: 0.907351 valid_1's binary_logloss: 0.31808
[97] valid_0's auc: 0.940479 valid_0's binary_logloss: 0.268467 valid_1's auc: 0.907305 valid_1's binary_logloss: 0.318128
[98] valid_0's auc: 0.940824 valid_0's binary_logloss: 0.267894 valid_1's auc: 0.907295 valid_1's binary_logloss: 0.318114
[99] valid_0's auc: 0.941002 valid_0's binary_logloss: 0.267463 valid_1's auc: 0.907252 valid_1's binary_logloss: 0.3182
[100] valid_0's auc: 0.94123 valid_0's binary_logloss: 0.267028 valid_1's auc: 0.907251 valid_1's binary_logloss: 0.318203
[101] valid_0's auc: 0.941449 valid_0's binary_logloss: 0.266659 valid_1's auc: 0.907097 valid_1's binary_logloss: 0.318452
[102] valid_0's auc: 0.941718 valid_0's binary_logloss: 0.266204 valid_1's auc: 0.906896 valid_1's binary_logloss: 0.318786
[103] valid_0's auc: 0.941925 valid_0's binary_logloss: 0.265825 valid_1's auc: 0.906946 valid_1's binary_logloss: 0.318703
[104] valid_0's auc: 0.942146 valid_0's binary_logloss: 0.265435 valid_1's auc: 0.906933 valid_1's binary_logloss: 0.318721
[105] valid_0's auc: 0.942325 valid_0's binary_logloss: 0.265093 valid_1's auc: 0.906824 valid_1's binary_logloss: 0.31894
[106] valid_0's auc: 0.942521 valid_0's binary_logloss: 0.26473 valid_1's auc: 0.906753 valid_1's binary_logloss: 0.319089
[107] valid_0's auc: 0.942703 valid_0's binary_logloss: 0.264364 valid_1's auc: 0.906773 valid_1's binary_logloss: 0.319083
[108] valid_0's auc: 0.942888 valid_0's binary_logloss: 0.264016 valid_1's auc: 0.906736 valid_1's binary_logloss: 0.319193
[109] valid_0's auc: 0.94307 valid_0's binary_logloss: 0.263653 valid_1's auc: 0.906687 valid_1's binary_logloss: 0.319271
[110] valid_0's auc: 0.943393 valid_0's binary_logloss: 0.263107 valid_1's auc: 0.906534 valid_1's binary_logloss: 0.319521
[111] valid_0's auc: 0.943652 valid_0's binary_logloss: 0.262643 valid_1's auc: 0.906465 valid_1's binary_logloss: 0.319624
[112] valid_0's auc: 0.943874 valid_0's binary_logloss: 0.262249 valid_1's auc: 0.906401 valid_1's binary_logloss: 0.319721
[113] valid_0's auc: 0.944041 valid_0's binary_logloss: 0.261857 valid_1's auc: 0.906314 valid_1's binary_logloss: 0.319963
[114] valid_0's auc: 0.944212 valid_0's binary_logloss: 0.261534 valid_1's auc: 0.906243 valid_1's binary_logloss: 0.320085
[115] valid_0's auc: 0.944439 valid_0's binary_logloss: 0.261101 valid_1's auc: 0.906158 valid_1's binary_logloss: 0.320253
[116] valid_0's auc: 0.944635 valid_0's binary_logloss: 0.260696 valid_1's auc: 0.906071 valid_1's binary_logloss: 0.320428
[117] valid_0's auc: 0.944897 valid_0's binary_logloss: 0.260166 valid_1's auc: 0.906045 valid_1's binary_logloss: 0.320501
[118] valid_0's auc: 0.94514 valid_0's binary_logloss: 0.259702 valid_1's auc: 0.905902 valid_1's binary_logloss: 0.320775
[119] valid_0's auc: 0.945403 valid_0's binary_logloss: 0.259189 valid_1's auc: 0.906018 valid_1's binary_logloss: 0.320681
[120] valid_0's auc: 0.94555 valid_0's binary_logloss: 0.258843 valid_1's auc: 0.905956 valid_1's binary_logloss: 0.320782
[121] valid_0's auc: 0.945742 valid_0's binary_logloss: 0.258454 valid_1's auc: 0.906073 valid_1's binary_logloss: 0.320636
[122] valid_0's auc: 0.945903 valid_0's binary_logloss: 0.25812 valid_1's auc: 0.906018 valid_1's binary_logloss: 0.320737
[123] valid_0's auc: 0.946118 valid_0's binary_logloss: 0.257727 valid_1's auc: 0.905951 valid_1's binary_logloss: 0.320873
[124] valid_0's auc: 0.946279 valid_0's binary_logloss: 0.257401 valid_1's auc: 0.905949 valid_1's binary_logloss: 0.320859
[125] valid_0's auc: 0.9464 valid_0's binary_logloss: 0.257113 valid_1's auc: 0.905998 valid_1's binary_logloss: 0.320838
[126] valid_0's auc: 0.946541 valid_0's binary_logloss: 0.256815 valid_1's auc: 0.90591 valid_1's binary_logloss: 0.32099
[127] valid_0's auc: 0.946714 valid_0's binary_logloss: 0.256514 valid_1's auc: 0.905865 valid_1's binary_logloss: 0.321113
[128] valid_0's auc: 0.946933 valid_0's binary_logloss: 0.256127 valid_1's auc: 0.905836 valid_1's binary_logloss: 0.321208
[129] valid_0's auc: 0.947157 valid_0's binary_logloss: 0.255684 valid_1's auc: 0.905773 valid_1's binary_logloss: 0.321399
[130] valid_0's auc: 0.947413 valid_0's binary_logloss: 0.255215 valid_1's auc: 0.905755 valid_1's binary_logloss: 0.32142
[131] valid_0's auc: 0.947626 valid_0's binary_logloss: 0.254818 valid_1's auc: 0.905794 valid_1's binary_logloss: 0.321344
[132] valid_0's auc: 0.947755 valid_0's binary_logloss: 0.254555 valid_1's auc: 0.905776 valid_1's binary_logloss: 0.321386
[133] valid_0's auc: 0.947924 valid_0's binary_logloss: 0.25423 valid_1's auc: 0.905691 valid_1's binary_logloss: 0.321548
[134] valid_0's auc: 0.948092 valid_0's binary_logloss: 0.253925 valid_1's auc: 0.90572 valid_1's binary_logloss: 0.321508
[135] valid_0's auc: 0.948211 valid_0's binary_logloss: 0.25366 valid_1's auc: 0.905675 valid_1's binary_logloss: 0.321587
Early stopping, best iteration is:
[35] valid_0's auc: 0.919628 valid_0's binary_logloss: 0.307502 valid_1's auc: 0.909135 valid_1's binary_logloss: 0.317632
[1] valid_0's auc: 0.883716 valid_0's binary_logloss: 0.517437 valid_1's auc: 0.891829 valid_1's binary_logloss: 0.508331
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.890073 valid_0's binary_logloss: 0.488559 valid_1's auc: 0.895643 valid_1's binary_logloss: 0.47903
[3] valid_0's auc: 0.89469 valid_0's binary_logloss: 0.465046 valid_1's auc: 0.899849 valid_1's binary_logloss: 0.455412
[4] valid_0's auc: 0.896069 valid_0's binary_logloss: 0.445806 valid_1's auc: 0.901287 valid_1's binary_logloss: 0.435833
[5] valid_0's auc: 0.897389 valid_0's binary_logloss: 0.429622 valid_1's auc: 0.901269 valid_1's binary_logloss: 0.419878
[6] valid_0's auc: 0.898537 valid_0's binary_logloss: 0.415829 valid_1's auc: 0.90164 valid_1's binary_logloss: 0.406518
[7] valid_0's auc: 0.899913 valid_0's binary_logloss: 0.404082 valid_1's auc: 0.90253 valid_1's binary_logloss: 0.394728
[8] valid_0's auc: 0.90085 valid_0's binary_logloss: 0.394009 valid_1's auc: 0.90316 valid_1's binary_logloss: 0.384967
[9] valid_0's auc: 0.901575 valid_0's binary_logloss: 0.385168 valid_1's auc: 0.904068 valid_1's binary_logloss: 0.376241
[10] valid_0's auc: 0.902151 valid_0's binary_logloss: 0.377494 valid_1's auc: 0.904329 valid_1's binary_logloss: 0.368945
[11] valid_0's auc: 0.903157 valid_0's binary_logloss: 0.370649 valid_1's auc: 0.904521 valid_1's binary_logloss: 0.362422
[12] valid_0's auc: 0.904146 valid_0's binary_logloss: 0.364509 valid_1's auc: 0.904595 valid_1's binary_logloss: 0.357161
[13] valid_0's auc: 0.905147 valid_0's binary_logloss: 0.358996 valid_1's auc: 0.905092 valid_1's binary_logloss: 0.352531
[14] valid_0's auc: 0.905821 valid_0's binary_logloss: 0.354303 valid_1's auc: 0.905235 valid_1's binary_logloss: 0.348331
[15] valid_0's auc: 0.906501 valid_0's binary_logloss: 0.350005 valid_1's auc: 0.9055 valid_1's binary_logloss: 0.344659
[16] valid_0's auc: 0.907197 valid_0's binary_logloss: 0.346171 valid_1's auc: 0.905848 valid_1's binary_logloss: 0.341413
[17] valid_0's auc: 0.907706 valid_0's binary_logloss: 0.342767 valid_1's auc: 0.906119 valid_1's binary_logloss: 0.33838
[18] valid_0's auc: 0.90833 valid_0's binary_logloss: 0.339529 valid_1's auc: 0.906432 valid_1's binary_logloss: 0.335707
[19] valid_0's auc: 0.909141 valid_0's binary_logloss: 0.336667 valid_1's auc: 0.906907 valid_1's binary_logloss: 0.33344
[20] valid_0's auc: 0.909876 valid_0's binary_logloss: 0.333932 valid_1's auc: 0.906948 valid_1's binary_logloss: 0.331682
[21] valid_0's auc: 0.91072 valid_0's binary_logloss: 0.331312 valid_1's auc: 0.907169 valid_1's binary_logloss: 0.329863
[22] valid_0's auc: 0.911318 valid_0's binary_logloss: 0.329059 valid_1's auc: 0.90775 valid_1's binary_logloss: 0.327885
[23] valid_0's auc: 0.912182 valid_0's binary_logloss: 0.326642 valid_1's auc: 0.907938 valid_1's binary_logloss: 0.326267
[24] valid_0's auc: 0.912963 valid_0's binary_logloss: 0.324378 valid_1's auc: 0.908239 valid_1's binary_logloss: 0.32467
[25] valid_0's auc: 0.913644 valid_0's binary_logloss: 0.322409 valid_1's auc: 0.908413 valid_1's binary_logloss: 0.323279
[26] valid_0's auc: 0.914223 valid_0's binary_logloss: 0.320614 valid_1's auc: 0.908625 valid_1's binary_logloss: 0.322223
[27] valid_0's auc: 0.914803 valid_0's binary_logloss: 0.318976 valid_1's auc: 0.908853 valid_1's binary_logloss: 0.321136
[28] valid_0's auc: 0.915536 valid_0's binary_logloss: 0.317202 valid_1's auc: 0.909073 valid_1's binary_logloss: 0.320222
[29] valid_0's auc: 0.916209 valid_0's binary_logloss: 0.31558 valid_1's auc: 0.909141 valid_1's binary_logloss: 0.319585
[30] valid_0's auc: 0.916656 valid_0's binary_logloss: 0.314205 valid_1's auc: 0.909131 valid_1's binary_logloss: 0.318964
[31] valid_0's auc: 0.917221 valid_0's binary_logloss: 0.312808 valid_1's auc: 0.909375 valid_1's binary_logloss: 0.318274
[32] valid_0's auc: 0.917821 valid_0's binary_logloss: 0.311401 valid_1's auc: 0.909432 valid_1's binary_logloss: 0.317757
[33] valid_0's auc: 0.918299 valid_0's binary_logloss: 0.310204 valid_1's auc: 0.909571 valid_1's binary_logloss: 0.317191
[34] valid_0's auc: 0.918779 valid_0's binary_logloss: 0.309067 valid_1's auc: 0.909576 valid_1's binary_logloss: 0.316784
[35] valid_0's auc: 0.91933 valid_0's binary_logloss: 0.307859 valid_1's auc: 0.909686 valid_1's binary_logloss: 0.316332
[36] valid_0's auc: 0.919711 valid_0's binary_logloss: 0.306854 valid_1's auc: 0.90985 valid_1's binary_logloss: 0.315794
[37] valid_0's auc: 0.920148 valid_0's binary_logloss: 0.305776 valid_1's auc: 0.909915 valid_1's binary_logloss: 0.315482
[38] valid_0's auc: 0.920644 valid_0's binary_logloss: 0.304716 valid_1's auc: 0.90996 valid_1's binary_logloss: 0.315194
[39] valid_0's auc: 0.921279 valid_0's binary_logloss: 0.303523 valid_1's auc: 0.910021 valid_1's binary_logloss: 0.31493
[40] valid_0's auc: 0.921695 valid_0's binary_logloss: 0.302625 valid_1's auc: 0.909852 valid_1's binary_logloss: 0.314992
[41] valid_0's auc: 0.922157 valid_0's binary_logloss: 0.301742 valid_1's auc: 0.909853 valid_1's binary_logloss: 0.314822
[42] valid_0's auc: 0.922604 valid_0's binary_logloss: 0.300806 valid_1's auc: 0.909692 valid_1's binary_logloss: 0.314968
[43] valid_0's auc: 0.923044 valid_0's binary_logloss: 0.299986 valid_1's auc: 0.909703 valid_1's binary_logloss: 0.314858
[44] valid_0's auc: 0.923508 valid_0's binary_logloss: 0.29913 valid_1's auc: 0.909722 valid_1's binary_logloss: 0.314687
[45] valid_0's auc: 0.923968 valid_0's binary_logloss: 0.298278 valid_1's auc: 0.909802 valid_1's binary_logloss: 0.314548
[46] valid_0's auc: 0.924346 valid_0's binary_logloss: 0.297515 valid_1's auc: 0.909635 valid_1's binary_logloss: 0.314591
[47] valid_0's auc: 0.924759 valid_0's binary_logloss: 0.296739 valid_1's auc: 0.909625 valid_1's binary_logloss: 0.314549
[48] valid_0's auc: 0.92511 valid_0's binary_logloss: 0.296031 valid_1's auc: 0.909672 valid_1's binary_logloss: 0.314395
[49] valid_0's auc: 0.925568 valid_0's binary_logloss: 0.295128 valid_1's auc: 0.909747 valid_1's binary_logloss: 0.314213
[50] valid_0's auc: 0.925897 valid_0's binary_logloss: 0.294497 valid_1's auc: 0.909627 valid_1's binary_logloss: 0.314313
[51] valid_0's auc: 0.926313 valid_0's binary_logloss: 0.293828 valid_1's auc: 0.909642 valid_1's binary_logloss: 0.314248
[52] valid_0's auc: 0.926717 valid_0's binary_logloss: 0.293088 valid_1's auc: 0.909586 valid_1's binary_logloss: 0.314252
[53] valid_0's auc: 0.927075 valid_0's binary_logloss: 0.292434 valid_1's auc: 0.909528 valid_1's binary_logloss: 0.314305
[54] valid_0's auc: 0.927507 valid_0's binary_logloss: 0.291637 valid_1's auc: 0.909546 valid_1's binary_logloss: 0.314247
[55] valid_0's auc: 0.927929 valid_0's binary_logloss: 0.290889 valid_1's auc: 0.909422 valid_1's binary_logloss: 0.314349
[56] valid_0's auc: 0.928351 valid_0's binary_logloss: 0.290158 valid_1's auc: 0.909407 valid_1's binary_logloss: 0.314391
[57] valid_0's auc: 0.928749 valid_0's binary_logloss: 0.289457 valid_1's auc: 0.909303 valid_1's binary_logloss: 0.314463
[58] valid_0's auc: 0.929162 valid_0's binary_logloss: 0.28868 valid_1's auc: 0.909262 valid_1's binary_logloss: 0.314567
[59] valid_0's auc: 0.929451 valid_0's binary_logloss: 0.288145 valid_1's auc: 0.909166 valid_1's binary_logloss: 0.314703
[60] valid_0's auc: 0.929891 valid_0's binary_logloss: 0.287437 valid_1's auc: 0.909176 valid_1's binary_logloss: 0.314728
[61] valid_0's auc: 0.93032 valid_0's binary_logloss: 0.286724 valid_1's auc: 0.90913 valid_1's binary_logloss: 0.31478
[62] valid_0's auc: 0.930593 valid_0's binary_logloss: 0.286258 valid_1's auc: 0.90911 valid_1's binary_logloss: 0.31478
[63] valid_0's auc: 0.930979 valid_0's binary_logloss: 0.285624 valid_1's auc: 0.908985 valid_1's binary_logloss: 0.314955
[64] valid_0's auc: 0.93134 valid_0's binary_logloss: 0.284907 valid_1's auc: 0.908987 valid_1's binary_logloss: 0.31491
[65] valid_0's auc: 0.931648 valid_0's binary_logloss: 0.284345 valid_1's auc: 0.908876 valid_1's binary_logloss: 0.315108
[66] valid_0's auc: 0.9319 valid_0's binary_logloss: 0.283886 valid_1's auc: 0.908727 valid_1's binary_logloss: 0.315314
[67] valid_0's auc: 0.932118 valid_0's binary_logloss: 0.283497 valid_1's auc: 0.90868 valid_1's binary_logloss: 0.315394
[68] valid_0's auc: 0.932411 valid_0's binary_logloss: 0.282974 valid_1's auc: 0.908585 valid_1's binary_logloss: 0.315563
[69] valid_0's auc: 0.932861 valid_0's binary_logloss: 0.282215 valid_1's auc: 0.908458 valid_1's binary_logloss: 0.31572
[70] valid_0's auc: 0.933228 valid_0's binary_logloss: 0.281536 valid_1's auc: 0.908479 valid_1's binary_logloss: 0.315735
[71] valid_0's auc: 0.933522 valid_0's binary_logloss: 0.281033 valid_1's auc: 0.90843 valid_1's binary_logloss: 0.315787
[72] valid_0's auc: 0.933741 valid_0's binary_logloss: 0.28055 valid_1's auc: 0.908346 valid_1's binary_logloss: 0.315925
[73] valid_0's auc: 0.934042 valid_0's binary_logloss: 0.280057 valid_1's auc: 0.908377 valid_1's binary_logloss: 0.315895
[74] valid_0's auc: 0.934439 valid_0's binary_logloss: 0.279357 valid_1's auc: 0.908457 valid_1's binary_logloss: 0.315747
[75] valid_0's auc: 0.934726 valid_0's binary_logloss: 0.278811 valid_1's auc: 0.90845 valid_1's binary_logloss: 0.315763
[76] valid_0's auc: 0.935012 valid_0's binary_logloss: 0.278326 valid_1's auc: 0.908309 valid_1's binary_logloss: 0.315998
[77] valid_0's auc: 0.935323 valid_0's binary_logloss: 0.277766 valid_1's auc: 0.908149 valid_1's binary_logloss: 0.316255
[78] valid_0's auc: 0.935515 valid_0's binary_logloss: 0.277332 valid_1's auc: 0.908093 valid_1's binary_logloss: 0.316266
[79] valid_0's auc: 0.935859 valid_0's binary_logloss: 0.276762 valid_1's auc: 0.907999 valid_1's binary_logloss: 0.316437
[80] valid_0's auc: 0.93612 valid_0's binary_logloss: 0.276266 valid_1's auc: 0.907936 valid_1's binary_logloss: 0.31654
[81] valid_0's auc: 0.936335 valid_0's binary_logloss: 0.275818 valid_1's auc: 0.907773 valid_1's binary_logloss: 0.316834
[82] valid_0's auc: 0.936578 valid_0's binary_logloss: 0.275412 valid_1's auc: 0.907601 valid_1's binary_logloss: 0.317083
[83] valid_0's auc: 0.936838 valid_0's binary_logloss: 0.274894 valid_1's auc: 0.907609 valid_1's binary_logloss: 0.31711
[84] valid_0's auc: 0.937126 valid_0's binary_logloss: 0.274355 valid_1's auc: 0.907741 valid_1's binary_logloss: 0.316892
[85] valid_0's auc: 0.937387 valid_0's binary_logloss: 0.273881 valid_1's auc: 0.907679 valid_1's binary_logloss: 0.316927
[86] valid_0's auc: 0.937546 valid_0's binary_logloss: 0.273513 valid_1's auc: 0.907591 valid_1's binary_logloss: 0.317048
[87] valid_0's auc: 0.937706 valid_0's binary_logloss: 0.273204 valid_1's auc: 0.907544 valid_1's binary_logloss: 0.317093
[88] valid_0's auc: 0.938026 valid_0's binary_logloss: 0.272696 valid_1's auc: 0.907376 valid_1's binary_logloss: 0.317353
[89] valid_0's auc: 0.938304 valid_0's binary_logloss: 0.272184 valid_1's auc: 0.907367 valid_1's binary_logloss: 0.317393
[90] valid_0's auc: 0.938565 valid_0's binary_logloss: 0.271714 valid_1's auc: 0.907252 valid_1's binary_logloss: 0.317594
[91] valid_0's auc: 0.938902 valid_0's binary_logloss: 0.271134 valid_1's auc: 0.907232 valid_1's binary_logloss: 0.317636
[92] valid_0's auc: 0.939151 valid_0's binary_logloss: 0.270674 valid_1's auc: 0.907232 valid_1's binary_logloss: 0.31764
[93] valid_0's auc: 0.939491 valid_0's binary_logloss: 0.270076 valid_1's auc: 0.907273 valid_1's binary_logloss: 0.317499
[94] valid_0's auc: 0.939719 valid_0's binary_logloss: 0.269674 valid_1's auc: 0.907154 valid_1's binary_logloss: 0.317748
[95] valid_0's auc: 0.939992 valid_0's binary_logloss: 0.269238 valid_1's auc: 0.907169 valid_1's binary_logloss: 0.317764
[96] valid_0's auc: 0.940181 valid_0's binary_logloss: 0.268792 valid_1's auc: 0.907102 valid_1's binary_logloss: 0.317883
[97] valid_0's auc: 0.940423 valid_0's binary_logloss: 0.268352 valid_1's auc: 0.907011 valid_1's binary_logloss: 0.318037
[98] valid_0's auc: 0.940635 valid_0's binary_logloss: 0.267984 valid_1's auc: 0.906943 valid_1's binary_logloss: 0.318218
[99] valid_0's auc: 0.940888 valid_0's binary_logloss: 0.267474 valid_1's auc: 0.906799 valid_1's binary_logloss: 0.318482
[100] valid_0's auc: 0.941141 valid_0's binary_logloss: 0.267033 valid_1's auc: 0.906729 valid_1's binary_logloss: 0.318632
[101] valid_0's auc: 0.941373 valid_0's binary_logloss: 0.266543 valid_1's auc: 0.906715 valid_1's binary_logloss: 0.318703
[102] valid_0's auc: 0.941567 valid_0's binary_logloss: 0.266138 valid_1's auc: 0.906674 valid_1's binary_logloss: 0.318819
[103] valid_0's auc: 0.941898 valid_0's binary_logloss: 0.265578 valid_1's auc: 0.906632 valid_1's binary_logloss: 0.318852
[104] valid_0's auc: 0.942122 valid_0's binary_logloss: 0.265155 valid_1's auc: 0.906626 valid_1's binary_logloss: 0.318882
[105] valid_0's auc: 0.942433 valid_0's binary_logloss: 0.264627 valid_1's auc: 0.906589 valid_1's binary_logloss: 0.318949
[106] valid_0's auc: 0.942633 valid_0's binary_logloss: 0.264241 valid_1's auc: 0.906558 valid_1's binary_logloss: 0.31901
[107] valid_0's auc: 0.942846 valid_0's binary_logloss: 0.263807 valid_1's auc: 0.90645 valid_1's binary_logloss: 0.319319
[108] valid_0's auc: 0.943 valid_0's binary_logloss: 0.263477 valid_1's auc: 0.906395 valid_1's binary_logloss: 0.31937
[109] valid_0's auc: 0.943283 valid_0's binary_logloss: 0.26295 valid_1's auc: 0.906323 valid_1's binary_logloss: 0.319464
[110] valid_0's auc: 0.943459 valid_0's binary_logloss: 0.26259 valid_1's auc: 0.906281 valid_1's binary_logloss: 0.319555
[111] valid_0's auc: 0.943607 valid_0's binary_logloss: 0.262293 valid_1's auc: 0.906216 valid_1's binary_logloss: 0.319712
[112] valid_0's auc: 0.943738 valid_0's binary_logloss: 0.261985 valid_1's auc: 0.906186 valid_1's binary_logloss: 0.319751
[113] valid_0's auc: 0.943912 valid_0's binary_logloss: 0.261662 valid_1's auc: 0.906145 valid_1's binary_logloss: 0.319803
[114] valid_0's auc: 0.944255 valid_0's binary_logloss: 0.261059 valid_1's auc: 0.906052 valid_1's binary_logloss: 0.31996
[115] valid_0's auc: 0.944417 valid_0's binary_logloss: 0.260722 valid_1's auc: 0.905902 valid_1's binary_logloss: 0.320284
[116] valid_0's auc: 0.944659 valid_0's binary_logloss: 0.260273 valid_1's auc: 0.905926 valid_1's binary_logloss: 0.320234
[117] valid_0's auc: 0.944967 valid_0's binary_logloss: 0.259769 valid_1's auc: 0.905972 valid_1's binary_logloss: 0.320148
[118] valid_0's auc: 0.945235 valid_0's binary_logloss: 0.259296 valid_1's auc: 0.9059 valid_1's binary_logloss: 0.320273
[119] valid_0's auc: 0.945469 valid_0's binary_logloss: 0.258902 valid_1's auc: 0.905856 valid_1's binary_logloss: 0.320406
[120] valid_0's auc: 0.945672 valid_0's binary_logloss: 0.258545 valid_1's auc: 0.90584 valid_1's binary_logloss: 0.320478
[121] valid_0's auc: 0.945858 valid_0's binary_logloss: 0.25815 valid_1's auc: 0.905773 valid_1's binary_logloss: 0.320589
[122] valid_0's auc: 0.946017 valid_0's binary_logloss: 0.257846 valid_1's auc: 0.905775 valid_1's binary_logloss: 0.320583
[123] valid_0's auc: 0.946165 valid_0's binary_logloss: 0.257531 valid_1's auc: 0.905724 valid_1's binary_logloss: 0.320695
[124] valid_0's auc: 0.946424 valid_0's binary_logloss: 0.257024 valid_1's auc: 0.905564 valid_1's binary_logloss: 0.321096
[125] valid_0's auc: 0.946646 valid_0's binary_logloss: 0.256642 valid_1's auc: 0.905433 valid_1's binary_logloss: 0.321306
[126] valid_0's auc: 0.946865 valid_0's binary_logloss: 0.256242 valid_1's auc: 0.905412 valid_1's binary_logloss: 0.321339
[127] valid_0's auc: 0.946988 valid_0's binary_logloss: 0.255992 valid_1's auc: 0.905418 valid_1's binary_logloss: 0.321381
[128] valid_0's auc: 0.947212 valid_0's binary_logloss: 0.255559 valid_1's auc: 0.905408 valid_1's binary_logloss: 0.321409
[129] valid_0's auc: 0.947468 valid_0's binary_logloss: 0.255076 valid_1's auc: 0.905305 valid_1's binary_logloss: 0.321584
[130] valid_0's auc: 0.947655 valid_0's binary_logloss: 0.254702 valid_1's auc: 0.905264 valid_1's binary_logloss: 0.321679
[131] valid_0's auc: 0.947854 valid_0's binary_logloss: 0.254322 valid_1's auc: 0.905169 valid_1's binary_logloss: 0.321851
[132] valid_0's auc: 0.948046 valid_0's binary_logloss: 0.253945 valid_1's auc: 0.905126 valid_1's binary_logloss: 0.321916
[133] valid_0's auc: 0.948226 valid_0's binary_logloss: 0.253593 valid_1's auc: 0.905042 valid_1's binary_logloss: 0.322104
[134] valid_0's auc: 0.948452 valid_0's binary_logloss: 0.253205 valid_1's auc: 0.905074 valid_1's binary_logloss: 0.322097
[135] valid_0's auc: 0.948617 valid_0's binary_logloss: 0.252867 valid_1's auc: 0.905022 valid_1's binary_logloss: 0.322243
[136] valid_0's auc: 0.948783 valid_0's binary_logloss: 0.252531 valid_1's auc: 0.904996 valid_1's binary_logloss: 0.322311
[137] valid_0's auc: 0.948943 valid_0's binary_logloss: 0.252197 valid_1's auc: 0.904861 valid_1's binary_logloss: 0.322582
[138] valid_0's auc: 0.949227 valid_0's binary_logloss: 0.251677 valid_1's auc: 0.90482 valid_1's binary_logloss: 0.322665
[139] valid_0's auc: 0.949439 valid_0's binary_logloss: 0.251306 valid_1's auc: 0.904761 valid_1's binary_logloss: 0.322785
Early stopping, best iteration is:
[39] valid_0's auc: 0.921279 valid_0's binary_logloss: 0.303523 valid_1's auc: 0.910021 valid_1's binary_logloss: 0.31493
[1] valid_0's auc: 0.889031 valid_0's binary_logloss: 0.516579 valid_1's auc: 0.896723 valid_1's binary_logloss: 0.507458
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.892164 valid_0's binary_logloss: 0.487355 valid_1's auc: 0.898379 valid_1's binary_logloss: 0.477426
[3] valid_0's auc: 0.893991 valid_0's binary_logloss: 0.463908 valid_1's auc: 0.900966 valid_1's binary_logloss: 0.453477
[4] valid_0's auc: 0.895536 valid_0's binary_logloss: 0.444506 valid_1's auc: 0.900916 valid_1's binary_logloss: 0.43446
[5] valid_0's auc: 0.895846 valid_0's binary_logloss: 0.428496 valid_1's auc: 0.900658 valid_1's binary_logloss: 0.41849
[6] valid_0's auc: 0.897167 valid_0's binary_logloss: 0.414703 valid_1's auc: 0.901702 valid_1's binary_logloss: 0.404942
[7] valid_0's auc: 0.897784 valid_0's binary_logloss: 0.403095 valid_1's auc: 0.902279 valid_1's binary_logloss: 0.393273
[8] valid_0's auc: 0.898713 valid_0's binary_logloss: 0.393054 valid_1's auc: 0.902347 valid_1's binary_logloss: 0.383885
[9] valid_0's auc: 0.902294 valid_0's binary_logloss: 0.38416 valid_1's auc: 0.904294 valid_1's binary_logloss: 0.375629
[10] valid_0's auc: 0.903355 valid_0's binary_logloss: 0.376336 valid_1's auc: 0.904676 valid_1's binary_logloss: 0.368481
[11] valid_0's auc: 0.903988 valid_0's binary_logloss: 0.369543 valid_1's auc: 0.904895 valid_1's binary_logloss: 0.362239
[12] valid_0's auc: 0.904553 valid_0's binary_logloss: 0.363566 valid_1's auc: 0.904913 valid_1's binary_logloss: 0.356787
[13] valid_0's auc: 0.905538 valid_0's binary_logloss: 0.35817 valid_1's auc: 0.905471 valid_1's binary_logloss: 0.351875
[14] valid_0's auc: 0.906094 valid_0's binary_logloss: 0.353414 valid_1's auc: 0.90584 valid_1's binary_logloss: 0.347498
[15] valid_0's auc: 0.906689 valid_0's binary_logloss: 0.349218 valid_1's auc: 0.905742 valid_1's binary_logloss: 0.344195
[16] valid_0's auc: 0.907549 valid_0's binary_logloss: 0.345324 valid_1's auc: 0.905782 valid_1's binary_logloss: 0.341113
[17] valid_0's auc: 0.908531 valid_0's binary_logloss: 0.341711 valid_1's auc: 0.906322 valid_1's binary_logloss: 0.338306
[18] valid_0's auc: 0.909453 valid_0's binary_logloss: 0.338332 valid_1's auc: 0.906516 valid_1's binary_logloss: 0.335814
[19] valid_0's auc: 0.910388 valid_0's binary_logloss: 0.33525 valid_1's auc: 0.906792 valid_1's binary_logloss: 0.333475
[20] valid_0's auc: 0.911139 valid_0's binary_logloss: 0.332531 valid_1's auc: 0.906912 valid_1's binary_logloss: 0.33174
[21] valid_0's auc: 0.911701 valid_0's binary_logloss: 0.330035 valid_1's auc: 0.907003 valid_1's binary_logloss: 0.330016
[22] valid_0's auc: 0.912346 valid_0's binary_logloss: 0.327668 valid_1's auc: 0.907381 valid_1's binary_logloss: 0.328148
[23] valid_0's auc: 0.913149 valid_0's binary_logloss: 0.325309 valid_1's auc: 0.907966 valid_1's binary_logloss: 0.326408
[24] valid_0's auc: 0.913783 valid_0's binary_logloss: 0.323223 valid_1's auc: 0.908068 valid_1's binary_logloss: 0.325125
[25] valid_0's auc: 0.914402 valid_0's binary_logloss: 0.321208 valid_1's auc: 0.90856 valid_1's binary_logloss: 0.323593
[26] valid_0's auc: 0.915043 valid_0's binary_logloss: 0.319422 valid_1's auc: 0.90861 valid_1's binary_logloss: 0.322682
[27] valid_0's auc: 0.915496 valid_0's binary_logloss: 0.317822 valid_1's auc: 0.90877 valid_1's binary_logloss: 0.321641
[28] valid_0's auc: 0.916075 valid_0's binary_logloss: 0.316294 valid_1's auc: 0.90875 valid_1's binary_logloss: 0.321013
[29] valid_0's auc: 0.916595 valid_0's binary_logloss: 0.314772 valid_1's auc: 0.908808 valid_1's binary_logloss: 0.320348
[30] valid_0's auc: 0.917022 valid_0's binary_logloss: 0.313416 valid_1's auc: 0.908898 valid_1's binary_logloss: 0.319672
[31] valid_0's auc: 0.917535 valid_0's binary_logloss: 0.31208 valid_1's auc: 0.909017 valid_1's binary_logloss: 0.319072
[32] valid_0's auc: 0.918038 valid_0's binary_logloss: 0.310843 valid_1's auc: 0.908875 valid_1's binary_logloss: 0.318855
[33] valid_0's auc: 0.918517 valid_0's binary_logloss: 0.3096 valid_1's auc: 0.908986 valid_1's binary_logloss: 0.318273
[34] valid_0's auc: 0.919063 valid_0's binary_logloss: 0.308395 valid_1's auc: 0.908872 valid_1's binary_logloss: 0.318103
[35] valid_0's auc: 0.91951 valid_0's binary_logloss: 0.307291 valid_1's auc: 0.908911 valid_1's binary_logloss: 0.317738
[36] valid_0's auc: 0.919965 valid_0's binary_logloss: 0.306194 valid_1's auc: 0.909136 valid_1's binary_logloss: 0.317147
[37] valid_0's auc: 0.920416 valid_0's binary_logloss: 0.30515 valid_1's auc: 0.909152 valid_1's binary_logloss: 0.316823
[38] valid_0's auc: 0.920831 valid_0's binary_logloss: 0.304245 valid_1's auc: 0.909252 valid_1's binary_logloss: 0.316523
[39] valid_0's auc: 0.921265 valid_0's binary_logloss: 0.303314 valid_1's auc: 0.909288 valid_1's binary_logloss: 0.316267
[40] valid_0's auc: 0.921798 valid_0's binary_logloss: 0.30226 valid_1's auc: 0.909208 valid_1's binary_logloss: 0.316199
[41] valid_0's auc: 0.922235 valid_0's binary_logloss: 0.301311 valid_1's auc: 0.909432 valid_1's binary_logloss: 0.315801
[42] valid_0's auc: 0.922572 valid_0's binary_logloss: 0.300602 valid_1's auc: 0.909274 valid_1's binary_logloss: 0.3159
[43] valid_0's auc: 0.922999 valid_0's binary_logloss: 0.299787 valid_1's auc: 0.909195 valid_1's binary_logloss: 0.315991
[44] valid_0's auc: 0.923325 valid_0's binary_logloss: 0.299099 valid_1's auc: 0.909061 valid_1's binary_logloss: 0.316024
[45] valid_0's auc: 0.92378 valid_0's binary_logloss: 0.298221 valid_1's auc: 0.909003 valid_1's binary_logloss: 0.315971
[46] valid_0's auc: 0.924198 valid_0's binary_logloss: 0.297425 valid_1's auc: 0.908855 valid_1's binary_logloss: 0.316146
[47] valid_0's auc: 0.924591 valid_0's binary_logloss: 0.296645 valid_1's auc: 0.908847 valid_1's binary_logloss: 0.316098
[48] valid_0's auc: 0.925021 valid_0's binary_logloss: 0.295803 valid_1's auc: 0.908896 valid_1's binary_logloss: 0.315979
[49] valid_0's auc: 0.925344 valid_0's binary_logloss: 0.295139 valid_1's auc: 0.908958 valid_1's binary_logloss: 0.315833
[50] valid_0's auc: 0.925711 valid_0's binary_logloss: 0.294445 valid_1's auc: 0.908883 valid_1's binary_logloss: 0.315863
[51] valid_0's auc: 0.926134 valid_0's binary_logloss: 0.293662 valid_1's auc: 0.908882 valid_1's binary_logloss: 0.315842
[52] valid_0's auc: 0.926471 valid_0's binary_logloss: 0.293008 valid_1's auc: 0.908751 valid_1's binary_logloss: 0.316001
[53] valid_0's auc: 0.926798 valid_0's binary_logloss: 0.292391 valid_1's auc: 0.908831 valid_1's binary_logloss: 0.315821
[54] valid_0's auc: 0.92719 valid_0's binary_logloss: 0.291686 valid_1's auc: 0.908765 valid_1's binary_logloss: 0.315895
[55] valid_0's auc: 0.927649 valid_0's binary_logloss: 0.290885 valid_1's auc: 0.908759 valid_1's binary_logloss: 0.315868
[56] valid_0's auc: 0.928015 valid_0's binary_logloss: 0.29023 valid_1's auc: 0.908856 valid_1's binary_logloss: 0.315779
[57] valid_0's auc: 0.928312 valid_0's binary_logloss: 0.289624 valid_1's auc: 0.908909 valid_1's binary_logloss: 0.315678
[58] valid_0's auc: 0.928693 valid_0's binary_logloss: 0.288987 valid_1's auc: 0.908728 valid_1's binary_logloss: 0.315955
[59] valid_0's auc: 0.929068 valid_0's binary_logloss: 0.288364 valid_1's auc: 0.908633 valid_1's binary_logloss: 0.316082
[60] valid_0's auc: 0.929442 valid_0's binary_logloss: 0.287648 valid_1's auc: 0.908658 valid_1's binary_logloss: 0.316001
[61] valid_0's auc: 0.929719 valid_0's binary_logloss: 0.287091 valid_1's auc: 0.908664 valid_1's binary_logloss: 0.315935
[62] valid_0's auc: 0.929943 valid_0's binary_logloss: 0.286678 valid_1's auc: 0.908637 valid_1's binary_logloss: 0.316004
[63] valid_0's auc: 0.930195 valid_0's binary_logloss: 0.286172 valid_1's auc: 0.908587 valid_1's binary_logloss: 0.316094
[64] valid_0's auc: 0.930525 valid_0's binary_logloss: 0.285608 valid_1's auc: 0.908641 valid_1's binary_logloss: 0.316014
[65] valid_0's auc: 0.930875 valid_0's binary_logloss: 0.284978 valid_1's auc: 0.908549 valid_1's binary_logloss: 0.316138
[66] valid_0's auc: 0.931114 valid_0's binary_logloss: 0.28457 valid_1's auc: 0.908538 valid_1's binary_logloss: 0.316151
[67] valid_0's auc: 0.931399 valid_0's binary_logloss: 0.284016 valid_1's auc: 0.908584 valid_1's binary_logloss: 0.316178
[68] valid_0's auc: 0.931655 valid_0's binary_logloss: 0.283564 valid_1's auc: 0.908412 valid_1's binary_logloss: 0.316372
[69] valid_0's auc: 0.931887 valid_0's binary_logloss: 0.283125 valid_1's auc: 0.908355 valid_1's binary_logloss: 0.316468
[70] valid_0's auc: 0.93209 valid_0's binary_logloss: 0.282749 valid_1's auc: 0.908316 valid_1's binary_logloss: 0.31653
[71] valid_0's auc: 0.932465 valid_0's binary_logloss: 0.282071 valid_1's auc: 0.90832 valid_1's binary_logloss: 0.316509
[72] valid_0's auc: 0.932768 valid_0's binary_logloss: 0.28151 valid_1's auc: 0.908351 valid_1's binary_logloss: 0.316488
[73] valid_0's auc: 0.933005 valid_0's binary_logloss: 0.281039 valid_1's auc: 0.908397 valid_1's binary_logloss: 0.316454
[74] valid_0's auc: 0.933259 valid_0's binary_logloss: 0.280612 valid_1's auc: 0.908471 valid_1's binary_logloss: 0.316327
[75] valid_0's auc: 0.933525 valid_0's binary_logloss: 0.280111 valid_1's auc: 0.908311 valid_1's binary_logloss: 0.31663
[76] valid_0's auc: 0.933839 valid_0's binary_logloss: 0.279555 valid_1's auc: 0.908217 valid_1's binary_logloss: 0.316788
[77] valid_0's auc: 0.934096 valid_0's binary_logloss: 0.279074 valid_1's auc: 0.908172 valid_1's binary_logloss: 0.316825
[78] valid_0's auc: 0.934302 valid_0's binary_logloss: 0.278656 valid_1's auc: 0.908185 valid_1's binary_logloss: 0.316797
[79] valid_0's auc: 0.934605 valid_0's binary_logloss: 0.278155 valid_1's auc: 0.908095 valid_1's binary_logloss: 0.316939
[80] valid_0's auc: 0.934868 valid_0's binary_logloss: 0.2777 valid_1's auc: 0.908094 valid_1's binary_logloss: 0.31692
[81] valid_0's auc: 0.935205 valid_0's binary_logloss: 0.277142 valid_1's auc: 0.907901 valid_1's binary_logloss: 0.317311
[82] valid_0's auc: 0.935573 valid_0's binary_logloss: 0.276519 valid_1's auc: 0.907832 valid_1's binary_logloss: 0.317418
[83] valid_0's auc: 0.935848 valid_0's binary_logloss: 0.276 valid_1's auc: 0.907808 valid_1's binary_logloss: 0.317454
[84] valid_0's auc: 0.936093 valid_0's binary_logloss: 0.275543 valid_1's auc: 0.907825 valid_1's binary_logloss: 0.317444
[85] valid_0's auc: 0.936518 valid_0's binary_logloss: 0.274879 valid_1's auc: 0.907706 valid_1's binary_logloss: 0.317605
[86] valid_0's auc: 0.936789 valid_0's binary_logloss: 0.274394 valid_1's auc: 0.907662 valid_1's binary_logloss: 0.317734
[87] valid_0's auc: 0.937064 valid_0's binary_logloss: 0.273916 valid_1's auc: 0.907732 valid_1's binary_logloss: 0.317627
[88] valid_0's auc: 0.937244 valid_0's binary_logloss: 0.273523 valid_1's auc: 0.907754 valid_1's binary_logloss: 0.317594
[89] valid_0's auc: 0.937531 valid_0's binary_logloss: 0.273051 valid_1's auc: 0.907587 valid_1's binary_logloss: 0.317848
[90] valid_0's auc: 0.937747 valid_0's binary_logloss: 0.27268 valid_1's auc: 0.907483 valid_1's binary_logloss: 0.31802
[91] valid_0's auc: 0.93796 valid_0's binary_logloss: 0.27231 valid_1's auc: 0.907415 valid_1's binary_logloss: 0.318088
[92] valid_0's auc: 0.938308 valid_0's binary_logloss: 0.27166 valid_1's auc: 0.907487 valid_1's binary_logloss: 0.317964
[93] valid_0's auc: 0.938491 valid_0's binary_logloss: 0.271333 valid_1's auc: 0.907391 valid_1's binary_logloss: 0.318083
[94] valid_0's auc: 0.938708 valid_0's binary_logloss: 0.270911 valid_1's auc: 0.907417 valid_1's binary_logloss: 0.318069
[95] valid_0's auc: 0.93896 valid_0's binary_logloss: 0.270452 valid_1's auc: 0.907262 valid_1's binary_logloss: 0.318298
[96] valid_0's auc: 0.939215 valid_0's binary_logloss: 0.270028 valid_1's auc: 0.907145 valid_1's binary_logloss: 0.31851
[97] valid_0's auc: 0.939511 valid_0's binary_logloss: 0.269537 valid_1's auc: 0.907129 valid_1's binary_logloss: 0.318486
[98] valid_0's auc: 0.939711 valid_0's binary_logloss: 0.269109 valid_1's auc: 0.907106 valid_1's binary_logloss: 0.318631
[99] valid_0's auc: 0.939877 valid_0's binary_logloss: 0.268782 valid_1's auc: 0.90712 valid_1's binary_logloss: 0.318655
[100] valid_0's auc: 0.940203 valid_0's binary_logloss: 0.26826 valid_1's auc: 0.907145 valid_1's binary_logloss: 0.318603
[101] valid_0's auc: 0.940473 valid_0's binary_logloss: 0.267759 valid_1's auc: 0.907057 valid_1's binary_logloss: 0.318741
[102] valid_0's auc: 0.94068 valid_0's binary_logloss: 0.26734 valid_1's auc: 0.907086 valid_1's binary_logloss: 0.318793
[103] valid_0's auc: 0.940889 valid_0's binary_logloss: 0.266964 valid_1's auc: 0.907013 valid_1's binary_logloss: 0.318898
[104] valid_0's auc: 0.941221 valid_0's binary_logloss: 0.266407 valid_1's auc: 0.907084 valid_1's binary_logloss: 0.318846
[105] valid_0's auc: 0.941404 valid_0's binary_logloss: 0.266017 valid_1's auc: 0.907056 valid_1's binary_logloss: 0.318935
[106] valid_0's auc: 0.94172 valid_0's binary_logloss: 0.265442 valid_1's auc: 0.907087 valid_1's binary_logloss: 0.318935
[107] valid_0's auc: 0.941968 valid_0's binary_logloss: 0.264992 valid_1's auc: 0.907021 valid_1's binary_logloss: 0.319017
[108] valid_0's auc: 0.942233 valid_0's binary_logloss: 0.264478 valid_1's auc: 0.907038 valid_1's binary_logloss: 0.318989
[109] valid_0's auc: 0.942493 valid_0's binary_logloss: 0.264019 valid_1's auc: 0.90694 valid_1's binary_logloss: 0.319175
[110] valid_0's auc: 0.942704 valid_0's binary_logloss: 0.263649 valid_1's auc: 0.907 valid_1's binary_logloss: 0.319115
[111] valid_0's auc: 0.942986 valid_0's binary_logloss: 0.263159 valid_1's auc: 0.90698 valid_1's binary_logloss: 0.319181
[112] valid_0's auc: 0.943153 valid_0's binary_logloss: 0.26276 valid_1's auc: 0.906966 valid_1's binary_logloss: 0.319242
[113] valid_0's auc: 0.943292 valid_0's binary_logloss: 0.262487 valid_1's auc: 0.907006 valid_1's binary_logloss: 0.319192
[114] valid_0's auc: 0.943514 valid_0's binary_logloss: 0.262081 valid_1's auc: 0.906917 valid_1's binary_logloss: 0.319344
[115] valid_0's auc: 0.943703 valid_0's binary_logloss: 0.26173 valid_1's auc: 0.906767 valid_1's binary_logloss: 0.319606
[116] valid_0's auc: 0.943928 valid_0's binary_logloss: 0.261326 valid_1's auc: 0.906828 valid_1's binary_logloss: 0.319582
[117] valid_0's auc: 0.9443 valid_0's binary_logloss: 0.260724 valid_1's auc: 0.906812 valid_1's binary_logloss: 0.319615
[118] valid_0's auc: 0.944467 valid_0's binary_logloss: 0.260414 valid_1's auc: 0.906726 valid_1's binary_logloss: 0.319779
[119] valid_0's auc: 0.944721 valid_0's binary_logloss: 0.259961 valid_1's auc: 0.906768 valid_1's binary_logloss: 0.319723
[120] valid_0's auc: 0.94495 valid_0's binary_logloss: 0.259572 valid_1's auc: 0.906774 valid_1's binary_logloss: 0.319723
[121] valid_0's auc: 0.945156 valid_0's binary_logloss: 0.259202 valid_1's auc: 0.906812 valid_1's binary_logloss: 0.319684
[122] valid_0's auc: 0.945388 valid_0's binary_logloss: 0.258753 valid_1's auc: 0.906637 valid_1's binary_logloss: 0.319998
[123] valid_0's auc: 0.945604 valid_0's binary_logloss: 0.258362 valid_1's auc: 0.906691 valid_1's binary_logloss: 0.319913
[124] valid_0's auc: 0.945776 valid_0's binary_logloss: 0.257989 valid_1's auc: 0.906667 valid_1's binary_logloss: 0.319942
[125] valid_0's auc: 0.945941 valid_0's binary_logloss: 0.257616 valid_1's auc: 0.906662 valid_1's binary_logloss: 0.320049
[126] valid_0's auc: 0.946164 valid_0's binary_logloss: 0.257224 valid_1's auc: 0.906722 valid_1's binary_logloss: 0.319953
[127] valid_0's auc: 0.946305 valid_0's binary_logloss: 0.256913 valid_1's auc: 0.906682 valid_1's binary_logloss: 0.320063
[128] valid_0's auc: 0.946471 valid_0's binary_logloss: 0.256582 valid_1's auc: 0.90677 valid_1's binary_logloss: 0.319953
[129] valid_0's auc: 0.946629 valid_0's binary_logloss: 0.256287 valid_1's auc: 0.906812 valid_1's binary_logloss: 0.319891
[130] valid_0's auc: 0.946769 valid_0's binary_logloss: 0.255949 valid_1's auc: 0.906819 valid_1's binary_logloss: 0.319876
[131] valid_0's auc: 0.946967 valid_0's binary_logloss: 0.255553 valid_1's auc: 0.906796 valid_1's binary_logloss: 0.31996
[132] valid_0's auc: 0.94711 valid_0's binary_logloss: 0.255266 valid_1's auc: 0.906756 valid_1's binary_logloss: 0.320022
[133] valid_0's auc: 0.94727 valid_0's binary_logloss: 0.254965 valid_1's auc: 0.906635 valid_1's binary_logloss: 0.320259
[134] valid_0's auc: 0.947436 valid_0's binary_logloss: 0.254656 valid_1's auc: 0.90662 valid_1's binary_logloss: 0.320315
[135] valid_0's auc: 0.947634 valid_0's binary_logloss: 0.254281 valid_1's auc: 0.906572 valid_1's binary_logloss: 0.320372
[136] valid_0's auc: 0.947862 valid_0's binary_logloss: 0.253863 valid_1's auc: 0.906526 valid_1's binary_logloss: 0.320517
[137] valid_0's auc: 0.948008 valid_0's binary_logloss: 0.253584 valid_1's auc: 0.90645 valid_1's binary_logloss: 0.320689
[138] valid_0's auc: 0.948111 valid_0's binary_logloss: 0.253372 valid_1's auc: 0.906388 valid_1's binary_logloss: 0.320812
[139] valid_0's auc: 0.948282 valid_0's binary_logloss: 0.253044 valid_1's auc: 0.906417 valid_1's binary_logloss: 0.320767
[140] valid_0's auc: 0.948441 valid_0's binary_logloss: 0.252704 valid_1's auc: 0.906341 valid_1's binary_logloss: 0.320941
[141] valid_0's auc: 0.948609 valid_0's binary_logloss: 0.252346 valid_1's auc: 0.906316 valid_1's binary_logloss: 0.32098
Early stopping, best iteration is:
[41] valid_0's auc: 0.922235 valid_0's binary_logloss: 0.301311 valid_1's auc: 0.909432 valid_1's binary_logloss: 0.315801
[1] valid_0's auc: 0.888084 valid_0's binary_logloss: 0.516884 valid_1's auc: 0.893464 valid_1's binary_logloss: 0.508124
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.890797 valid_0's binary_logloss: 0.487718 valid_1's auc: 0.897592 valid_1's binary_logloss: 0.478465
[3] valid_0's auc: 0.892513 valid_0's binary_logloss: 0.464334 valid_1's auc: 0.898665 valid_1's binary_logloss: 0.454805
[4] valid_0's auc: 0.894815 valid_0's binary_logloss: 0.444821 valid_1's auc: 0.899433 valid_1's binary_logloss: 0.435394
[5] valid_0's auc: 0.896021 valid_0's binary_logloss: 0.428702 valid_1's auc: 0.900021 valid_1's binary_logloss: 0.419476
[6] valid_0's auc: 0.89928 valid_0's binary_logloss: 0.415058 valid_1's auc: 0.902649 valid_1's binary_logloss: 0.405991
[7] valid_0's auc: 0.900439 valid_0's binary_logloss: 0.403201 valid_1's auc: 0.902605 valid_1's binary_logloss: 0.394544
[8] valid_0's auc: 0.901538 valid_0's binary_logloss: 0.393166 valid_1's auc: 0.903058 valid_1's binary_logloss: 0.384843
[9] valid_0's auc: 0.902204 valid_0's binary_logloss: 0.384401 valid_1's auc: 0.903156 valid_1's binary_logloss: 0.376624
[10] valid_0's auc: 0.903221 valid_0's binary_logloss: 0.376758 valid_1's auc: 0.903175 valid_1's binary_logloss: 0.369696
[11] valid_0's auc: 0.904073 valid_0's binary_logloss: 0.369858 valid_1's auc: 0.90337 valid_1's binary_logloss: 0.36353
[12] valid_0's auc: 0.9048 valid_0's binary_logloss: 0.363903 valid_1's auc: 0.904 valid_1's binary_logloss: 0.357996
[13] valid_0's auc: 0.905852 valid_0's binary_logloss: 0.358528 valid_1's auc: 0.904463 valid_1's binary_logloss: 0.353176
[14] valid_0's auc: 0.906544 valid_0's binary_logloss: 0.353777 valid_1's auc: 0.904775 valid_1's binary_logloss: 0.348981
[15] valid_0's auc: 0.907501 valid_0's binary_logloss: 0.349288 valid_1's auc: 0.905337 valid_1's binary_logloss: 0.345392
[16] valid_0's auc: 0.908224 valid_0's binary_logloss: 0.345361 valid_1's auc: 0.905819 valid_1's binary_logloss: 0.341971
[17] valid_0's auc: 0.908902 valid_0's binary_logloss: 0.341809 valid_1's auc: 0.905831 valid_1's binary_logloss: 0.339271
[18] valid_0's auc: 0.909407 valid_0's binary_logloss: 0.338728 valid_1's auc: 0.906187 valid_1's binary_logloss: 0.336615
[19] valid_0's auc: 0.910331 valid_0's binary_logloss: 0.33564 valid_1's auc: 0.906492 valid_1's binary_logloss: 0.334456
[20] valid_0's auc: 0.910901 valid_0's binary_logloss: 0.332967 valid_1's auc: 0.906812 valid_1's binary_logloss: 0.332309
[21] valid_0's auc: 0.911538 valid_0's binary_logloss: 0.330566 valid_1's auc: 0.906796 valid_1's binary_logloss: 0.330669
[22] valid_0's auc: 0.912064 valid_0's binary_logloss: 0.328361 valid_1's auc: 0.906935 valid_1's binary_logloss: 0.329121
[23] valid_0's auc: 0.912925 valid_0's binary_logloss: 0.326059 valid_1's auc: 0.907201 valid_1's binary_logloss: 0.327725
[24] valid_0's auc: 0.913563 valid_0's binary_logloss: 0.323897 valid_1's auc: 0.907387 valid_1's binary_logloss: 0.326225
[25] valid_0's auc: 0.914114 valid_0's binary_logloss: 0.321942 valid_1's auc: 0.907471 valid_1's binary_logloss: 0.325043
[26] valid_0's auc: 0.914789 valid_0's binary_logloss: 0.320035 valid_1's auc: 0.907698 valid_1's binary_logloss: 0.323938
[27] valid_0's auc: 0.915302 valid_0's binary_logloss: 0.318381 valid_1's auc: 0.907778 valid_1's binary_logloss: 0.323077
[28] valid_0's auc: 0.915886 valid_0's binary_logloss: 0.316789 valid_1's auc: 0.907776 valid_1's binary_logloss: 0.322489
[29] valid_0's auc: 0.916429 valid_0's binary_logloss: 0.315265 valid_1's auc: 0.907771 valid_1's binary_logloss: 0.321873
[30] valid_0's auc: 0.916928 valid_0's binary_logloss: 0.31387 valid_1's auc: 0.907806 valid_1's binary_logloss: 0.321352
[31] valid_0's auc: 0.917511 valid_0's binary_logloss: 0.312381 valid_1's auc: 0.907794 valid_1's binary_logloss: 0.320895
[32] valid_0's auc: 0.918015 valid_0's binary_logloss: 0.311145 valid_1's auc: 0.907764 valid_1's binary_logloss: 0.32053
[33] valid_0's auc: 0.91845 valid_0's binary_logloss: 0.310021 valid_1's auc: 0.907609 valid_1's binary_logloss: 0.320356
[34] valid_0's auc: 0.918921 valid_0's binary_logloss: 0.308899 valid_1's auc: 0.907826 valid_1's binary_logloss: 0.319775
[35] valid_0's auc: 0.919308 valid_0's binary_logloss: 0.307855 valid_1's auc: 0.907768 valid_1's binary_logloss: 0.319476
[36] valid_0's auc: 0.919805 valid_0's binary_logloss: 0.306715 valid_1's auc: 0.907844 valid_1's binary_logloss: 0.319122
[37] valid_0's auc: 0.920348 valid_0's binary_logloss: 0.305579 valid_1's auc: 0.908015 valid_1's binary_logloss: 0.318737
[38] valid_0's auc: 0.920807 valid_0's binary_logloss: 0.304555 valid_1's auc: 0.907838 valid_1's binary_logloss: 0.318784
[39] valid_0's auc: 0.921262 valid_0's binary_logloss: 0.303578 valid_1's auc: 0.907678 valid_1's binary_logloss: 0.318757
[40] valid_0's auc: 0.921707 valid_0's binary_logloss: 0.302588 valid_1's auc: 0.907596 valid_1's binary_logloss: 0.318667
[41] valid_0's auc: 0.922114 valid_0's binary_logloss: 0.301688 valid_1's auc: 0.907858 valid_1's binary_logloss: 0.318239
[42] valid_0's auc: 0.922529 valid_0's binary_logloss: 0.300838 valid_1's auc: 0.907874 valid_1's binary_logloss: 0.318064
[43] valid_0's auc: 0.922985 valid_0's binary_logloss: 0.299924 valid_1's auc: 0.90801 valid_1's binary_logloss: 0.317775
[44] valid_0's auc: 0.923383 valid_0's binary_logloss: 0.299092 valid_1's auc: 0.908013 valid_1's binary_logloss: 0.317723
[45] valid_0's auc: 0.923914 valid_0's binary_logloss: 0.298119 valid_1's auc: 0.907991 valid_1's binary_logloss: 0.317657
[46] valid_0's auc: 0.924386 valid_0's binary_logloss: 0.297212 valid_1's auc: 0.907874 valid_1's binary_logloss: 0.317781
[47] valid_0's auc: 0.924774 valid_0's binary_logloss: 0.296431 valid_1's auc: 0.907865 valid_1's binary_logloss: 0.317707
[48] valid_0's auc: 0.925146 valid_0's binary_logloss: 0.295696 valid_1's auc: 0.907926 valid_1's binary_logloss: 0.31754
[49] valid_0's auc: 0.925516 valid_0's binary_logloss: 0.294958 valid_1's auc: 0.907873 valid_1's binary_logloss: 0.317542
[50] valid_0's auc: 0.925986 valid_0's binary_logloss: 0.294127 valid_1's auc: 0.907885 valid_1's binary_logloss: 0.317515
[51] valid_0's auc: 0.926312 valid_0's binary_logloss: 0.293523 valid_1's auc: 0.9079 valid_1's binary_logloss: 0.317471
[52] valid_0's auc: 0.926741 valid_0's binary_logloss: 0.292742 valid_1's auc: 0.907799 valid_1's binary_logloss: 0.31751
[53] valid_0's auc: 0.927092 valid_0's binary_logloss: 0.292078 valid_1's auc: 0.907732 valid_1's binary_logloss: 0.317638
[54] valid_0's auc: 0.92744 valid_0's binary_logloss: 0.291451 valid_1's auc: 0.90771 valid_1's binary_logloss: 0.317642
[55] valid_0's auc: 0.927765 valid_0's binary_logloss: 0.290866 valid_1's auc: 0.907679 valid_1's binary_logloss: 0.317705
[56] valid_0's auc: 0.928254 valid_0's binary_logloss: 0.289972 valid_1's auc: 0.907724 valid_1's binary_logloss: 0.31762
[57] valid_0's auc: 0.928572 valid_0's binary_logloss: 0.289325 valid_1's auc: 0.907624 valid_1's binary_logloss: 0.317749
[58] valid_0's auc: 0.928965 valid_0's binary_logloss: 0.288633 valid_1's auc: 0.907519 valid_1's binary_logloss: 0.317919
[59] valid_0's auc: 0.929368 valid_0's binary_logloss: 0.287956 valid_1's auc: 0.907475 valid_1's binary_logloss: 0.318008
[60] valid_0's auc: 0.929704 valid_0's binary_logloss: 0.287329 valid_1's auc: 0.907505 valid_1's binary_logloss: 0.317828
[61] valid_0's auc: 0.930026 valid_0's binary_logloss: 0.286738 valid_1's auc: 0.907415 valid_1's binary_logloss: 0.317995
[62] valid_0's auc: 0.930409 valid_0's binary_logloss: 0.286062 valid_1's auc: 0.907505 valid_1's binary_logloss: 0.317841
[63] valid_0's auc: 0.930686 valid_0's binary_logloss: 0.285488 valid_1's auc: 0.907377 valid_1's binary_logloss: 0.318049
[64] valid_0's auc: 0.931059 valid_0's binary_logloss: 0.284877 valid_1's auc: 0.907311 valid_1's binary_logloss: 0.318123
[65] valid_0's auc: 0.931373 valid_0's binary_logloss: 0.284345 valid_1's auc: 0.907205 valid_1's binary_logloss: 0.318273
[66] valid_0's auc: 0.93178 valid_0's binary_logloss: 0.283652 valid_1's auc: 0.90714 valid_1's binary_logloss: 0.318418
[67] valid_0's auc: 0.932046 valid_0's binary_logloss: 0.283191 valid_1's auc: 0.907119 valid_1's binary_logloss: 0.318417
[68] valid_0's auc: 0.93229 valid_0's binary_logloss: 0.282725 valid_1's auc: 0.907069 valid_1's binary_logloss: 0.318517
[69] valid_0's auc: 0.932661 valid_0's binary_logloss: 0.282121 valid_1's auc: 0.906982 valid_1's binary_logloss: 0.318625
[70] valid_0's auc: 0.932897 valid_0's binary_logloss: 0.28165 valid_1's auc: 0.906921 valid_1's binary_logloss: 0.318681
[71] valid_0's auc: 0.933215 valid_0's binary_logloss: 0.281043 valid_1's auc: 0.906813 valid_1's binary_logloss: 0.318939
[72] valid_0's auc: 0.933442 valid_0's binary_logloss: 0.280642 valid_1's auc: 0.906759 valid_1's binary_logloss: 0.319031
[73] valid_0's auc: 0.933735 valid_0's binary_logloss: 0.280128 valid_1's auc: 0.906549 valid_1's binary_logloss: 0.319396
[74] valid_0's auc: 0.934121 valid_0's binary_logloss: 0.279416 valid_1's auc: 0.90652 valid_1's binary_logloss: 0.319441
[75] valid_0's auc: 0.934286 valid_0's binary_logloss: 0.279035 valid_1's auc: 0.906406 valid_1's binary_logloss: 0.319626
[76] valid_0's auc: 0.934571 valid_0's binary_logloss: 0.278551 valid_1's auc: 0.906384 valid_1's binary_logloss: 0.319644
[77] valid_0's auc: 0.934872 valid_0's binary_logloss: 0.278005 valid_1's auc: 0.906309 valid_1's binary_logloss: 0.31982
[78] valid_0's auc: 0.935121 valid_0's binary_logloss: 0.277536 valid_1's auc: 0.906198 valid_1's binary_logloss: 0.319929
[79] valid_0's auc: 0.935425 valid_0's binary_logloss: 0.27698 valid_1's auc: 0.906197 valid_1's binary_logloss: 0.319938
[80] valid_0's auc: 0.935736 valid_0's binary_logloss: 0.27644 valid_1's auc: 0.906125 valid_1's binary_logloss: 0.320044
[81] valid_0's auc: 0.935994 valid_0's binary_logloss: 0.275992 valid_1's auc: 0.906202 valid_1's binary_logloss: 0.319931
[82] valid_0's auc: 0.936332 valid_0's binary_logloss: 0.275423 valid_1's auc: 0.906158 valid_1's binary_logloss: 0.32006
[83] valid_0's auc: 0.93661 valid_0's binary_logloss: 0.274908 valid_1's auc: 0.906093 valid_1's binary_logloss: 0.320157
[84] valid_0's auc: 0.936918 valid_0's binary_logloss: 0.274391 valid_1's auc: 0.906084 valid_1's binary_logloss: 0.32019
[85] valid_0's auc: 0.937157 valid_0's binary_logloss: 0.273987 valid_1's auc: 0.906027 valid_1's binary_logloss: 0.320301
[86] valid_0's auc: 0.937427 valid_0's binary_logloss: 0.273487 valid_1's auc: 0.905973 valid_1's binary_logloss: 0.320477
[87] valid_0's auc: 0.937686 valid_0's binary_logloss: 0.273034 valid_1's auc: 0.905895 valid_1's binary_logloss: 0.320618
[88] valid_0's auc: 0.937927 valid_0's binary_logloss: 0.272593 valid_1's auc: 0.905753 valid_1's binary_logloss: 0.320851
[89] valid_0's auc: 0.938121 valid_0's binary_logloss: 0.272211 valid_1's auc: 0.9058 valid_1's binary_logloss: 0.32079
[90] valid_0's auc: 0.938374 valid_0's binary_logloss: 0.271677 valid_1's auc: 0.905795 valid_1's binary_logloss: 0.320808
[91] valid_0's auc: 0.938642 valid_0's binary_logloss: 0.271239 valid_1's auc: 0.905674 valid_1's binary_logloss: 0.320997
[92] valid_0's auc: 0.938869 valid_0's binary_logloss: 0.270838 valid_1's auc: 0.905626 valid_1's binary_logloss: 0.321081
[93] valid_0's auc: 0.939017 valid_0's binary_logloss: 0.27051 valid_1's auc: 0.90555 valid_1's binary_logloss: 0.321254
[94] valid_0's auc: 0.939224 valid_0's binary_logloss: 0.270118 valid_1's auc: 0.905512 valid_1's binary_logloss: 0.321339
[95] valid_0's auc: 0.939487 valid_0's binary_logloss: 0.269626 valid_1's auc: 0.905456 valid_1's binary_logloss: 0.321446
[96] valid_0's auc: 0.939772 valid_0's binary_logloss: 0.269136 valid_1's auc: 0.905287 valid_1's binary_logloss: 0.321739
[97] valid_0's auc: 0.940057 valid_0's binary_logloss: 0.268626 valid_1's auc: 0.905276 valid_1's binary_logloss: 0.32172
[98] valid_0's auc: 0.940303 valid_0's binary_logloss: 0.268187 valid_1's auc: 0.905272 valid_1's binary_logloss: 0.321755
[99] valid_0's auc: 0.940646 valid_0's binary_logloss: 0.267627 valid_1's auc: 0.905326 valid_1's binary_logloss: 0.321717
[100] valid_0's auc: 0.940866 valid_0's binary_logloss: 0.267178 valid_1's auc: 0.905387 valid_1's binary_logloss: 0.321552
[101] valid_0's auc: 0.94118 valid_0's binary_logloss: 0.266647 valid_1's auc: 0.905366 valid_1's binary_logloss: 0.321575
[102] valid_0's auc: 0.941385 valid_0's binary_logloss: 0.266276 valid_1's auc: 0.905295 valid_1's binary_logloss: 0.321719
[103] valid_0's auc: 0.941591 valid_0's binary_logloss: 0.265882 valid_1's auc: 0.905334 valid_1's binary_logloss: 0.32166
[104] valid_0's auc: 0.941799 valid_0's binary_logloss: 0.265525 valid_1's auc: 0.905273 valid_1's binary_logloss: 0.321774
[105] valid_0's auc: 0.941984 valid_0's binary_logloss: 0.265135 valid_1's auc: 0.905316 valid_1's binary_logloss: 0.321763
[106] valid_0's auc: 0.942268 valid_0's binary_logloss: 0.26461 valid_1's auc: 0.905197 valid_1's binary_logloss: 0.321978
[107] valid_0's auc: 0.942423 valid_0's binary_logloss: 0.264314 valid_1's auc: 0.905196 valid_1's binary_logloss: 0.322006
[108] valid_0's auc: 0.942738 valid_0's binary_logloss: 0.263759 valid_1's auc: 0.905116 valid_1's binary_logloss: 0.322149
[109] valid_0's auc: 0.942986 valid_0's binary_logloss: 0.263324 valid_1's auc: 0.905093 valid_1's binary_logloss: 0.322222
[110] valid_0's auc: 0.94321 valid_0's binary_logloss: 0.262951 valid_1's auc: 0.905121 valid_1's binary_logloss: 0.322178
[111] valid_0's auc: 0.943496 valid_0's binary_logloss: 0.262434 valid_1's auc: 0.905101 valid_1's binary_logloss: 0.322251
[112] valid_0's auc: 0.943833 valid_0's binary_logloss: 0.261863 valid_1's auc: 0.904996 valid_1's binary_logloss: 0.322391
[113] valid_0's auc: 0.944024 valid_0's binary_logloss: 0.261477 valid_1's auc: 0.905072 valid_1's binary_logloss: 0.322374
[114] valid_0's auc: 0.944213 valid_0's binary_logloss: 0.261103 valid_1's auc: 0.905104 valid_1's binary_logloss: 0.322346
[115] valid_0's auc: 0.944441 valid_0's binary_logloss: 0.260692 valid_1's auc: 0.904965 valid_1's binary_logloss: 0.322578
[116] valid_0's auc: 0.944635 valid_0's binary_logloss: 0.260368 valid_1's auc: 0.904897 valid_1's binary_logloss: 0.322684
[117] valid_0's auc: 0.944822 valid_0's binary_logloss: 0.260024 valid_1's auc: 0.904693 valid_1's binary_logloss: 0.32304
[118] valid_0's auc: 0.94511 valid_0's binary_logloss: 0.259545 valid_1's auc: 0.904656 valid_1's binary_logloss: 0.323144
[119] valid_0's auc: 0.945296 valid_0's binary_logloss: 0.259149 valid_1's auc: 0.904637 valid_1's binary_logloss: 0.323225
[120] valid_0's auc: 0.945504 valid_0's binary_logloss: 0.258721 valid_1's auc: 0.904586 valid_1's binary_logloss: 0.323283
[121] valid_0's auc: 0.945664 valid_0's binary_logloss: 0.258406 valid_1's auc: 0.90457 valid_1's binary_logloss: 0.323327
[122] valid_0's auc: 0.945844 valid_0's binary_logloss: 0.258001 valid_1's auc: 0.904595 valid_1's binary_logloss: 0.323297
[123] valid_0's auc: 0.946026 valid_0's binary_logloss: 0.257642 valid_1's auc: 0.90448 valid_1's binary_logloss: 0.323506
[124] valid_0's auc: 0.946178 valid_0's binary_logloss: 0.257327 valid_1's auc: 0.904384 valid_1's binary_logloss: 0.323677
[125] valid_0's auc: 0.946454 valid_0's binary_logloss: 0.256798 valid_1's auc: 0.904343 valid_1's binary_logloss: 0.32372
[126] valid_0's auc: 0.946645 valid_0's binary_logloss: 0.256452 valid_1's auc: 0.904353 valid_1's binary_logloss: 0.323738
[127] valid_0's auc: 0.946915 valid_0's binary_logloss: 0.25596 valid_1's auc: 0.904306 valid_1's binary_logloss: 0.323896
[128] valid_0's auc: 0.947109 valid_0's binary_logloss: 0.255575 valid_1's auc: 0.904257 valid_1's binary_logloss: 0.324053
[129] valid_0's auc: 0.947273 valid_0's binary_logloss: 0.255248 valid_1's auc: 0.90423 valid_1's binary_logloss: 0.324141
[130] valid_0's auc: 0.947437 valid_0's binary_logloss: 0.25488 valid_1's auc: 0.90411 valid_1's binary_logloss: 0.324374
[131] valid_0's auc: 0.947704 valid_0's binary_logloss: 0.254389 valid_1's auc: 0.904066 valid_1's binary_logloss: 0.324481
[132] valid_0's auc: 0.947846 valid_0's binary_logloss: 0.254059 valid_1's auc: 0.904112 valid_1's binary_logloss: 0.324459
[133] valid_0's auc: 0.947957 valid_0's binary_logloss: 0.253808 valid_1's auc: 0.904132 valid_1's binary_logloss: 0.324486
[134] valid_0's auc: 0.948119 valid_0's binary_logloss: 0.253478 valid_1's auc: 0.904051 valid_1's binary_logloss: 0.324637
[135] valid_0's auc: 0.948283 valid_0's binary_logloss: 0.253139 valid_1's auc: 0.904051 valid_1's binary_logloss: 0.324667
[136] valid_0's auc: 0.948502 valid_0's binary_logloss: 0.252718 valid_1's auc: 0.903951 valid_1's binary_logloss: 0.324845
[137] valid_0's auc: 0.948681 valid_0's binary_logloss: 0.252377 valid_1's auc: 0.904 valid_1's binary_logloss: 0.324791
Early stopping, best iteration is:
[37] valid_0's auc: 0.920348 valid_0's binary_logloss: 0.305579 valid_1's auc: 0.908015 valid_1's binary_logloss: 0.318737
[1] valid_0's auc: 0.889368 valid_0's binary_logloss: 0.516586 valid_1's auc: 0.894755 valid_1's binary_logloss: 0.507927
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.892369 valid_0's binary_logloss: 0.487665 valid_1's auc: 0.897729 valid_1's binary_logloss: 0.478425
[3] valid_0's auc: 0.892766 valid_0's binary_logloss: 0.46459 valid_1's auc: 0.8987 valid_1's binary_logloss: 0.454891
[4] valid_0's auc: 0.894658 valid_0's binary_logloss: 0.445432 valid_1's auc: 0.899309 valid_1's binary_logloss: 0.435927
[5] valid_0's auc: 0.897216 valid_0's binary_logloss: 0.429343 valid_1's auc: 0.901673 valid_1's binary_logloss: 0.420055
[6] valid_0's auc: 0.898836 valid_0's binary_logloss: 0.415681 valid_1's auc: 0.902175 valid_1's binary_logloss: 0.40664
[7] valid_0's auc: 0.900089 valid_0's binary_logloss: 0.403962 valid_1's auc: 0.903133 valid_1's binary_logloss: 0.394925
[8] valid_0's auc: 0.900532 valid_0's binary_logloss: 0.393959 valid_1's auc: 0.903189 valid_1's binary_logloss: 0.38526
[9] valid_0's auc: 0.90162 valid_0's binary_logloss: 0.385233 valid_1's auc: 0.903527 valid_1's binary_logloss: 0.376973
[10] valid_0's auc: 0.902597 valid_0's binary_logloss: 0.377488 valid_1's auc: 0.904084 valid_1's binary_logloss: 0.369513
[11] valid_0's auc: 0.903448 valid_0's binary_logloss: 0.370593 valid_1's auc: 0.904405 valid_1's binary_logloss: 0.363339
[12] valid_0's auc: 0.904159 valid_0's binary_logloss: 0.364575 valid_1's auc: 0.904989 valid_1's binary_logloss: 0.357511
[13] valid_0's auc: 0.905188 valid_0's binary_logloss: 0.359049 valid_1's auc: 0.90489 valid_1's binary_logloss: 0.352976
[14] valid_0's auc: 0.906232 valid_0's binary_logloss: 0.354214 valid_1's auc: 0.905694 valid_1's binary_logloss: 0.348766
[15] valid_0's auc: 0.907064 valid_0's binary_logloss: 0.349752 valid_1's auc: 0.906 valid_1's binary_logloss: 0.345008
[16] valid_0's auc: 0.907672 valid_0's binary_logloss: 0.345873 valid_1's auc: 0.906296 valid_1's binary_logloss: 0.341642
[17] valid_0's auc: 0.908271 valid_0's binary_logloss: 0.342309 valid_1's auc: 0.906356 valid_1's binary_logloss: 0.338823
[18] valid_0's auc: 0.908856 valid_0's binary_logloss: 0.339122 valid_1's auc: 0.906701 valid_1's binary_logloss: 0.336075
[19] valid_0's auc: 0.909543 valid_0's binary_logloss: 0.336192 valid_1's auc: 0.906874 valid_1's binary_logloss: 0.333942
[20] valid_0's auc: 0.910416 valid_0's binary_logloss: 0.333478 valid_1's auc: 0.906872 valid_1's binary_logloss: 0.332148
[21] valid_0's auc: 0.91127 valid_0's binary_logloss: 0.330816 valid_1's auc: 0.907084 valid_1's binary_logloss: 0.330312
[22] valid_0's auc: 0.912058 valid_0's binary_logloss: 0.328411 valid_1's auc: 0.907372 valid_1's binary_logloss: 0.328658
[23] valid_0's auc: 0.912907 valid_0's binary_logloss: 0.326138 valid_1's auc: 0.907641 valid_1's binary_logloss: 0.327096
[24] valid_0's auc: 0.913473 valid_0's binary_logloss: 0.324164 valid_1's auc: 0.907437 valid_1's binary_logloss: 0.326288
[25] valid_0's auc: 0.914108 valid_0's binary_logloss: 0.322166 valid_1's auc: 0.907385 valid_1's binary_logloss: 0.32546
[26] valid_0's auc: 0.914696 valid_0's binary_logloss: 0.320381 valid_1's auc: 0.907403 valid_1's binary_logloss: 0.324472
[27] valid_0's auc: 0.915158 valid_0's binary_logloss: 0.318795 valid_1's auc: 0.907522 valid_1's binary_logloss: 0.32357
[28] valid_0's auc: 0.91573 valid_0's binary_logloss: 0.317165 valid_1's auc: 0.907544 valid_1's binary_logloss: 0.322983
[29] valid_0's auc: 0.916189 valid_0's binary_logloss: 0.315738 valid_1's auc: 0.907519 valid_1's binary_logloss: 0.322455
[30] valid_0's auc: 0.916727 valid_0's binary_logloss: 0.314301 valid_1's auc: 0.907422 valid_1's binary_logloss: 0.321875
[31] valid_0's auc: 0.917217 valid_0's binary_logloss: 0.312989 valid_1's auc: 0.907551 valid_1's binary_logloss: 0.32122
[32] valid_0's auc: 0.917797 valid_0's binary_logloss: 0.311606 valid_1's auc: 0.90759 valid_1's binary_logloss: 0.320726
[33] valid_0's auc: 0.918274 valid_0's binary_logloss: 0.310392 valid_1's auc: 0.907869 valid_1's binary_logloss: 0.320007
[34] valid_0's auc: 0.918693 valid_0's binary_logloss: 0.309224 valid_1's auc: 0.907681 valid_1's binary_logloss: 0.319938
[35] valid_0's auc: 0.919148 valid_0's binary_logloss: 0.308196 valid_1's auc: 0.907676 valid_1's binary_logloss: 0.319657
[36] valid_0's auc: 0.919629 valid_0's binary_logloss: 0.307029 valid_1's auc: 0.90778 valid_1's binary_logloss: 0.319287
[37] valid_0's auc: 0.920158 valid_0's binary_logloss: 0.305835 valid_1's auc: 0.908025 valid_1's binary_logloss: 0.318715
[38] valid_0's auc: 0.920674 valid_0's binary_logloss: 0.304723 valid_1's auc: 0.907765 valid_1's binary_logloss: 0.318922
[39] valid_0's auc: 0.921239 valid_0's binary_logloss: 0.303593 valid_1's auc: 0.907878 valid_1's binary_logloss: 0.318525
[40] valid_0's auc: 0.921706 valid_0's binary_logloss: 0.302626 valid_1's auc: 0.907802 valid_1's binary_logloss: 0.318457
[41] valid_0's auc: 0.922045 valid_0's binary_logloss: 0.301855 valid_1's auc: 0.907764 valid_1's binary_logloss: 0.318334
[42] valid_0's auc: 0.922468 valid_0's binary_logloss: 0.300998 valid_1's auc: 0.907744 valid_1's binary_logloss: 0.318211
[43] valid_0's auc: 0.922945 valid_0's binary_logloss: 0.300015 valid_1's auc: 0.90774 valid_1's binary_logloss: 0.318093
[44] valid_0's auc: 0.923477 valid_0's binary_logloss: 0.299056 valid_1's auc: 0.907786 valid_1's binary_logloss: 0.317972
[45] valid_0's auc: 0.923964 valid_0's binary_logloss: 0.298128 valid_1's auc: 0.907558 valid_1's binary_logloss: 0.318191
[46] valid_0's auc: 0.924329 valid_0's binary_logloss: 0.297415 valid_1's auc: 0.907528 valid_1's binary_logloss: 0.318185
[47] valid_0's auc: 0.924714 valid_0's binary_logloss: 0.296685 valid_1's auc: 0.907595 valid_1's binary_logloss: 0.318006
[48] valid_0's auc: 0.925165 valid_0's binary_logloss: 0.295875 valid_1's auc: 0.907453 valid_1's binary_logloss: 0.31824
[49] valid_0's auc: 0.925591 valid_0's binary_logloss: 0.295065 valid_1's auc: 0.907508 valid_1's binary_logloss: 0.318089
[50] valid_0's auc: 0.926003 valid_0's binary_logloss: 0.294311 valid_1's auc: 0.90743 valid_1's binary_logloss: 0.318114
[51] valid_0's auc: 0.926309 valid_0's binary_logloss: 0.293756 valid_1's auc: 0.907375 valid_1's binary_logloss: 0.318176
[52] valid_0's auc: 0.926581 valid_0's binary_logloss: 0.293181 valid_1's auc: 0.907285 valid_1's binary_logloss: 0.318236
[53] valid_0's auc: 0.926944 valid_0's binary_logloss: 0.292552 valid_1's auc: 0.907206 valid_1's binary_logloss: 0.318333
[54] valid_0's auc: 0.927379 valid_0's binary_logloss: 0.291721 valid_1's auc: 0.907175 valid_1's binary_logloss: 0.31834
[55] valid_0's auc: 0.92778 valid_0's binary_logloss: 0.290938 valid_1's auc: 0.907188 valid_1's binary_logloss: 0.318328
[56] valid_0's auc: 0.928268 valid_0's binary_logloss: 0.290128 valid_1's auc: 0.907274 valid_1's binary_logloss: 0.318221
[57] valid_0's auc: 0.928602 valid_0's binary_logloss: 0.289473 valid_1's auc: 0.90711 valid_1's binary_logloss: 0.318429
[58] valid_0's auc: 0.928945 valid_0's binary_logloss: 0.288826 valid_1's auc: 0.907094 valid_1's binary_logloss: 0.318435
[59] valid_0's auc: 0.929299 valid_0's binary_logloss: 0.288133 valid_1's auc: 0.907018 valid_1's binary_logloss: 0.31856
[60] valid_0's auc: 0.929594 valid_0's binary_logloss: 0.287577 valid_1's auc: 0.906921 valid_1's binary_logloss: 0.318777
[61] valid_0's auc: 0.929936 valid_0's binary_logloss: 0.286981 valid_1's auc: 0.906934 valid_1's binary_logloss: 0.318758
[62] valid_0's auc: 0.930341 valid_0's binary_logloss: 0.286294 valid_1's auc: 0.906959 valid_1's binary_logloss: 0.318671
[63] valid_0's auc: 0.930701 valid_0's binary_logloss: 0.28571 valid_1's auc: 0.906845 valid_1's binary_logloss: 0.318827
[64] valid_0's auc: 0.931027 valid_0's binary_logloss: 0.285194 valid_1's auc: 0.907008 valid_1's binary_logloss: 0.318618
[65] valid_0's auc: 0.93137 valid_0's binary_logloss: 0.284569 valid_1's auc: 0.906978 valid_1's binary_logloss: 0.318649
[66] valid_0's auc: 0.93171 valid_0's binary_logloss: 0.28403 valid_1's auc: 0.906917 valid_1's binary_logloss: 0.318746
[67] valid_0's auc: 0.93215 valid_0's binary_logloss: 0.283252 valid_1's auc: 0.906974 valid_1's binary_logloss: 0.318687
[68] valid_0's auc: 0.932576 valid_0's binary_logloss: 0.282564 valid_1's auc: 0.907068 valid_1's binary_logloss: 0.31854
[69] valid_0's auc: 0.932778 valid_0's binary_logloss: 0.282152 valid_1's auc: 0.906998 valid_1's binary_logloss: 0.318608
[70] valid_0's auc: 0.933085 valid_0's binary_logloss: 0.281627 valid_1's auc: 0.906933 valid_1's binary_logloss: 0.318669
[71] valid_0's auc: 0.933325 valid_0's binary_logloss: 0.281227 valid_1's auc: 0.906884 valid_1's binary_logloss: 0.318785
[72] valid_0's auc: 0.933634 valid_0's binary_logloss: 0.280704 valid_1's auc: 0.906882 valid_1's binary_logloss: 0.318808
[73] valid_0's auc: 0.933952 valid_0's binary_logloss: 0.280094 valid_1's auc: 0.906972 valid_1's binary_logloss: 0.318713
[74] valid_0's auc: 0.934222 valid_0's binary_logloss: 0.279644 valid_1's auc: 0.906952 valid_1's binary_logloss: 0.318799
[75] valid_0's auc: 0.934557 valid_0's binary_logloss: 0.279044 valid_1's auc: 0.906985 valid_1's binary_logloss: 0.318774
[76] valid_0's auc: 0.934883 valid_0's binary_logloss: 0.278441 valid_1's auc: 0.906946 valid_1's binary_logloss: 0.318828
[77] valid_0's auc: 0.935142 valid_0's binary_logloss: 0.277971 valid_1's auc: 0.906915 valid_1's binary_logloss: 0.318898
[78] valid_0's auc: 0.93547 valid_0's binary_logloss: 0.277388 valid_1's auc: 0.906852 valid_1's binary_logloss: 0.319009
[79] valid_0's auc: 0.935717 valid_0's binary_logloss: 0.276937 valid_1's auc: 0.906777 valid_1's binary_logloss: 0.31913
[80] valid_0's auc: 0.936009 valid_0's binary_logloss: 0.27644 valid_1's auc: 0.906808 valid_1's binary_logloss: 0.319077
[81] valid_0's auc: 0.936198 valid_0's binary_logloss: 0.275991 valid_1's auc: 0.906768 valid_1's binary_logloss: 0.319142
[82] valid_0's auc: 0.936431 valid_0's binary_logloss: 0.275586 valid_1's auc: 0.90674 valid_1's binary_logloss: 0.319203
[83] valid_0's auc: 0.936679 valid_0's binary_logloss: 0.275138 valid_1's auc: 0.906844 valid_1's binary_logloss: 0.319048
[84] valid_0's auc: 0.936859 valid_0's binary_logloss: 0.274783 valid_1's auc: 0.90679 valid_1's binary_logloss: 0.319184
[85] valid_0's auc: 0.937212 valid_0's binary_logloss: 0.274225 valid_1's auc: 0.906784 valid_1's binary_logloss: 0.319198
[86] valid_0's auc: 0.937396 valid_0's binary_logloss: 0.273909 valid_1's auc: 0.906694 valid_1's binary_logloss: 0.319329
[87] valid_0's auc: 0.937538 valid_0's binary_logloss: 0.273597 valid_1's auc: 0.906589 valid_1's binary_logloss: 0.319518
[88] valid_0's auc: 0.937806 valid_0's binary_logloss: 0.273111 valid_1's auc: 0.906486 valid_1's binary_logloss: 0.319743
[89] valid_0's auc: 0.938039 valid_0's binary_logloss: 0.272705 valid_1's auc: 0.906481 valid_1's binary_logloss: 0.319789
[90] valid_0's auc: 0.938327 valid_0's binary_logloss: 0.272167 valid_1's auc: 0.906613 valid_1's binary_logloss: 0.319544
[91] valid_0's auc: 0.938599 valid_0's binary_logloss: 0.271706 valid_1's auc: 0.906555 valid_1's binary_logloss: 0.319683
[92] valid_0's auc: 0.938844 valid_0's binary_logloss: 0.271234 valid_1's auc: 0.90654 valid_1's binary_logloss: 0.319728
[93] valid_0's auc: 0.939121 valid_0's binary_logloss: 0.270696 valid_1's auc: 0.906492 valid_1's binary_logloss: 0.319837
[94] valid_0's auc: 0.939311 valid_0's binary_logloss: 0.270377 valid_1's auc: 0.906368 valid_1's binary_logloss: 0.320008
[95] valid_0's auc: 0.939657 valid_0's binary_logloss: 0.26978 valid_1's auc: 0.906359 valid_1's binary_logloss: 0.320036
[96] valid_0's auc: 0.939933 valid_0's binary_logloss: 0.269328 valid_1's auc: 0.906318 valid_1's binary_logloss: 0.320097
[97] valid_0's auc: 0.940166 valid_0's binary_logloss: 0.268916 valid_1's auc: 0.906173 valid_1's binary_logloss: 0.320362
[98] valid_0's auc: 0.940413 valid_0's binary_logloss: 0.268496 valid_1's auc: 0.906144 valid_1's binary_logloss: 0.32044
[99] valid_0's auc: 0.940628 valid_0's binary_logloss: 0.268094 valid_1's auc: 0.906022 valid_1's binary_logloss: 0.320614
[100] valid_0's auc: 0.94077 valid_0's binary_logloss: 0.267774 valid_1's auc: 0.905922 valid_1's binary_logloss: 0.320727
[101] valid_0's auc: 0.94096 valid_0's binary_logloss: 0.267447 valid_1's auc: 0.90588 valid_1's binary_logloss: 0.320857
[102] valid_0's auc: 0.941258 valid_0's binary_logloss: 0.266905 valid_1's auc: 0.90597 valid_1's binary_logloss: 0.320784
[103] valid_0's auc: 0.941404 valid_0's binary_logloss: 0.266627 valid_1's auc: 0.90585 valid_1's binary_logloss: 0.320962
[104] valid_0's auc: 0.94156 valid_0's binary_logloss: 0.26628 valid_1's auc: 0.905887 valid_1's binary_logloss: 0.320925
[105] valid_0's auc: 0.941895 valid_0's binary_logloss: 0.265711 valid_1's auc: 0.905826 valid_1's binary_logloss: 0.321047
[106] valid_0's auc: 0.94212 valid_0's binary_logloss: 0.265292 valid_1's auc: 0.905776 valid_1's binary_logloss: 0.321147
[107] valid_0's auc: 0.942351 valid_0's binary_logloss: 0.264829 valid_1's auc: 0.90572 valid_1's binary_logloss: 0.321204
[108] valid_0's auc: 0.942527 valid_0's binary_logloss: 0.264476 valid_1's auc: 0.905697 valid_1's binary_logloss: 0.32131
[109] valid_0's auc: 0.94265 valid_0's binary_logloss: 0.264188 valid_1's auc: 0.905669 valid_1's binary_logloss: 0.321424
[110] valid_0's auc: 0.942938 valid_0's binary_logloss: 0.263728 valid_1's auc: 0.905559 valid_1's binary_logloss: 0.32161
[111] valid_0's auc: 0.943184 valid_0's binary_logloss: 0.263289 valid_1's auc: 0.905523 valid_1's binary_logloss: 0.321687
[112] valid_0's auc: 0.943352 valid_0's binary_logloss: 0.262989 valid_1's auc: 0.905508 valid_1's binary_logloss: 0.321697
[113] valid_0's auc: 0.943656 valid_0's binary_logloss: 0.262433 valid_1's auc: 0.905432 valid_1's binary_logloss: 0.321894
[114] valid_0's auc: 0.943874 valid_0's binary_logloss: 0.26202 valid_1's auc: 0.905393 valid_1's binary_logloss: 0.321994
[115] valid_0's auc: 0.944119 valid_0's binary_logloss: 0.261566 valid_1's auc: 0.905339 valid_1's binary_logloss: 0.322064
[116] valid_0's auc: 0.944369 valid_0's binary_logloss: 0.261098 valid_1's auc: 0.90529 valid_1's binary_logloss: 0.322207
[117] valid_0's auc: 0.944572 valid_0's binary_logloss: 0.260704 valid_1's auc: 0.905309 valid_1's binary_logloss: 0.322161
[118] valid_0's auc: 0.944924 valid_0's binary_logloss: 0.260097 valid_1's auc: 0.905288 valid_1's binary_logloss: 0.322143
[119] valid_0's auc: 0.945099 valid_0's binary_logloss: 0.259768 valid_1's auc: 0.90523 valid_1's binary_logloss: 0.322276
[120] valid_0's auc: 0.945306 valid_0's binary_logloss: 0.259357 valid_1's auc: 0.905203 valid_1's binary_logloss: 0.322354
[121] valid_0's auc: 0.945487 valid_0's binary_logloss: 0.25896 valid_1's auc: 0.905123 valid_1's binary_logloss: 0.32252
[122] valid_0's auc: 0.945649 valid_0's binary_logloss: 0.258639 valid_1's auc: 0.905076 valid_1's binary_logloss: 0.322578
[123] valid_0's auc: 0.945922 valid_0's binary_logloss: 0.258143 valid_1's auc: 0.904989 valid_1's binary_logloss: 0.322731
[124] valid_0's auc: 0.946047 valid_0's binary_logloss: 0.257895 valid_1's auc: 0.904859 valid_1's binary_logloss: 0.32298
[125] valid_0's auc: 0.946249 valid_0's binary_logloss: 0.25751 valid_1's auc: 0.904847 valid_1's binary_logloss: 0.323002
[126] valid_0's auc: 0.946452 valid_0's binary_logloss: 0.257121 valid_1's auc: 0.904875 valid_1's binary_logloss: 0.323026
[127] valid_0's auc: 0.94668 valid_0's binary_logloss: 0.256726 valid_1's auc: 0.904895 valid_1's binary_logloss: 0.32304
[128] valid_0's auc: 0.946935 valid_0's binary_logloss: 0.256281 valid_1's auc: 0.904816 valid_1's binary_logloss: 0.323196
[129] valid_0's auc: 0.947147 valid_0's binary_logloss: 0.2559 valid_1's auc: 0.904844 valid_1's binary_logloss: 0.32313
[130] valid_0's auc: 0.94747 valid_0's binary_logloss: 0.255357 valid_1's auc: 0.904834 valid_1's binary_logloss: 0.323239
[131] valid_0's auc: 0.947605 valid_0's binary_logloss: 0.255058 valid_1's auc: 0.904737 valid_1's binary_logloss: 0.323445
[132] valid_0's auc: 0.947859 valid_0's binary_logloss: 0.254552 valid_1's auc: 0.904659 valid_1's binary_logloss: 0.323639
[133] valid_0's auc: 0.948036 valid_0's binary_logloss: 0.254216 valid_1's auc: 0.904707 valid_1's binary_logloss: 0.323537
[134] valid_0's auc: 0.948191 valid_0's binary_logloss: 0.253896 valid_1's auc: 0.904633 valid_1's binary_logloss: 0.323696
[135] valid_0's auc: 0.948351 valid_0's binary_logloss: 0.253571 valid_1's auc: 0.904561 valid_1's binary_logloss: 0.323838
[136] valid_0's auc: 0.948467 valid_0's binary_logloss: 0.253313 valid_1's auc: 0.904481 valid_1's binary_logloss: 0.323974
[137] valid_0's auc: 0.948648 valid_0's binary_logloss: 0.252992 valid_1's auc: 0.904473 valid_1's binary_logloss: 0.324006
Early stopping, best iteration is:
[37] valid_0's auc: 0.920158 valid_0's binary_logloss: 0.305835 valid_1's auc: 0.908025 valid_1's binary_logloss: 0.318715
[1] valid_0's auc: 0.889017 valid_0's binary_logloss: 0.51704 valid_1's auc: 0.893003 valid_1's binary_logloss: 0.508663
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.893965 valid_0's binary_logloss: 0.48775 valid_1's auc: 0.898564 valid_1's binary_logloss: 0.47888
[3] valid_0's auc: 0.895655 valid_0's binary_logloss: 0.464581 valid_1's auc: 0.900964 valid_1's binary_logloss: 0.455298
[4] valid_0's auc: 0.897539 valid_0's binary_logloss: 0.445277 valid_1's auc: 0.902035 valid_1's binary_logloss: 0.435832
[5] valid_0's auc: 0.898387 valid_0's binary_logloss: 0.429396 valid_1's auc: 0.902551 valid_1's binary_logloss: 0.419909
[6] valid_0's auc: 0.899784 valid_0's binary_logloss: 0.415601 valid_1's auc: 0.903665 valid_1's binary_logloss: 0.405988
[7] valid_0's auc: 0.900824 valid_0's binary_logloss: 0.403723 valid_1's auc: 0.904429 valid_1's binary_logloss: 0.394052
[8] valid_0's auc: 0.902088 valid_0's binary_logloss: 0.39344 valid_1's auc: 0.904468 valid_1's binary_logloss: 0.384577
[9] valid_0's auc: 0.902694 valid_0's binary_logloss: 0.384752 valid_1's auc: 0.904777 valid_1's binary_logloss: 0.376082
[10] valid_0's auc: 0.903391 valid_0's binary_logloss: 0.377109 valid_1's auc: 0.905176 valid_1's binary_logloss: 0.368864
[11] valid_0's auc: 0.904096 valid_0's binary_logloss: 0.370215 valid_1's auc: 0.9052 valid_1's binary_logloss: 0.362563
[12] valid_0's auc: 0.904953 valid_0's binary_logloss: 0.36405 valid_1's auc: 0.90565 valid_1's binary_logloss: 0.356965
[13] valid_0's auc: 0.905971 valid_0's binary_logloss: 0.358588 valid_1's auc: 0.906212 valid_1's binary_logloss: 0.351909
[14] valid_0's auc: 0.90702 valid_0's binary_logloss: 0.35362 valid_1's auc: 0.906786 valid_1's binary_logloss: 0.347828
[15] valid_0's auc: 0.907713 valid_0's binary_logloss: 0.349262 valid_1's auc: 0.906916 valid_1's binary_logloss: 0.344105
[16] valid_0's auc: 0.908381 valid_0's binary_logloss: 0.345411 valid_1's auc: 0.907233 valid_1's binary_logloss: 0.34082
[17] valid_0's auc: 0.908924 valid_0's binary_logloss: 0.34202 valid_1's auc: 0.907311 valid_1's binary_logloss: 0.338023
[18] valid_0's auc: 0.909721 valid_0's binary_logloss: 0.338681 valid_1's auc: 0.907751 valid_1's binary_logloss: 0.335254
[19] valid_0's auc: 0.91022 valid_0's binary_logloss: 0.335887 valid_1's auc: 0.907815 valid_1's binary_logloss: 0.333127
[20] valid_0's auc: 0.910801 valid_0's binary_logloss: 0.333212 valid_1's auc: 0.907714 valid_1's binary_logloss: 0.33124
[21] valid_0's auc: 0.911408 valid_0's binary_logloss: 0.330734 valid_1's auc: 0.907928 valid_1's binary_logloss: 0.329457
[22] valid_0's auc: 0.911972 valid_0's binary_logloss: 0.328387 valid_1's auc: 0.90807 valid_1's binary_logloss: 0.327816
[23] valid_0's auc: 0.912761 valid_0's binary_logloss: 0.326142 valid_1's auc: 0.908197 valid_1's binary_logloss: 0.326528
[24] valid_0's auc: 0.913524 valid_0's binary_logloss: 0.323941 valid_1's auc: 0.908612 valid_1's binary_logloss: 0.324926
[25] valid_0's auc: 0.914174 valid_0's binary_logloss: 0.321948 valid_1's auc: 0.908783 valid_1's binary_logloss: 0.323723
[26] valid_0's auc: 0.914852 valid_0's binary_logloss: 0.319983 valid_1's auc: 0.908928 valid_1's binary_logloss: 0.322644
[27] valid_0's auc: 0.915466 valid_0's binary_logloss: 0.318315 valid_1's auc: 0.909014 valid_1's binary_logloss: 0.321733
[28] valid_0's auc: 0.916026 valid_0's binary_logloss: 0.316677 valid_1's auc: 0.909029 valid_1's binary_logloss: 0.320995
[29] valid_0's auc: 0.916624 valid_0's binary_logloss: 0.315105 valid_1's auc: 0.909 valid_1's binary_logloss: 0.320399
[30] valid_0's auc: 0.917074 valid_0's binary_logloss: 0.313791 valid_1's auc: 0.908976 valid_1's binary_logloss: 0.319869
[31] valid_0's auc: 0.917669 valid_0's binary_logloss: 0.312373 valid_1's auc: 0.908985 valid_1's binary_logloss: 0.319336
[32] valid_0's auc: 0.918185 valid_0's binary_logloss: 0.311106 valid_1's auc: 0.908975 valid_1's binary_logloss: 0.318913
[33] valid_0's auc: 0.918688 valid_0's binary_logloss: 0.309854 valid_1's auc: 0.909075 valid_1's binary_logloss: 0.318445
[34] valid_0's auc: 0.919132 valid_0's binary_logloss: 0.308681 valid_1's auc: 0.909038 valid_1's binary_logloss: 0.318088
[35] valid_0's auc: 0.919628 valid_0's binary_logloss: 0.307502 valid_1's auc: 0.909135 valid_1's binary_logloss: 0.317632
[36] valid_0's auc: 0.920057 valid_0's binary_logloss: 0.306455 valid_1's auc: 0.909115 valid_1's binary_logloss: 0.317404
[37] valid_0's auc: 0.920619 valid_0's binary_logloss: 0.305373 valid_1's auc: 0.909123 valid_1's binary_logloss: 0.317138
[38] valid_0's auc: 0.921063 valid_0's binary_logloss: 0.3044 valid_1's auc: 0.908963 valid_1's binary_logloss: 0.31714
[39] valid_0's auc: 0.921527 valid_0's binary_logloss: 0.303407 valid_1's auc: 0.908999 valid_1's binary_logloss: 0.316944
[40] valid_0's auc: 0.921993 valid_0's binary_logloss: 0.302462 valid_1's auc: 0.908929 valid_1's binary_logloss: 0.316911
[41] valid_0's auc: 0.922464 valid_0's binary_logloss: 0.301427 valid_1's auc: 0.908767 valid_1's binary_logloss: 0.31694
[42] valid_0's auc: 0.922911 valid_0's binary_logloss: 0.30047 valid_1's auc: 0.908794 valid_1's binary_logloss: 0.31667
[43] valid_0's auc: 0.923327 valid_0's binary_logloss: 0.299654 valid_1's auc: 0.908908 valid_1's binary_logloss: 0.316418
[44] valid_0's auc: 0.923745 valid_0's binary_logloss: 0.298826 valid_1's auc: 0.908948 valid_1's binary_logloss: 0.31623
[45] valid_0's auc: 0.924137 valid_0's binary_logloss: 0.298016 valid_1's auc: 0.90893 valid_1's binary_logloss: 0.316185
[46] valid_0's auc: 0.924505 valid_0's binary_logloss: 0.29724 valid_1's auc: 0.90897 valid_1's binary_logloss: 0.316023
[47] valid_0's auc: 0.924849 valid_0's binary_logloss: 0.296548 valid_1's auc: 0.908886 valid_1's binary_logloss: 0.316063
[48] valid_0's auc: 0.925234 valid_0's binary_logloss: 0.295834 valid_1's auc: 0.908919 valid_1's binary_logloss: 0.315925
[49] valid_0's auc: 0.92565 valid_0's binary_logloss: 0.29507 valid_1's auc: 0.90888 valid_1's binary_logloss: 0.3159
[50] valid_0's auc: 0.926046 valid_0's binary_logloss: 0.294374 valid_1's auc: 0.908865 valid_1's binary_logloss: 0.31583
[51] valid_0's auc: 0.926434 valid_0's binary_logloss: 0.293628 valid_1's auc: 0.908873 valid_1's binary_logloss: 0.315792
[52] valid_0's auc: 0.926786 valid_0's binary_logloss: 0.292948 valid_1's auc: 0.90876 valid_1's binary_logloss: 0.315922
[53] valid_0's auc: 0.927211 valid_0's binary_logloss: 0.29213 valid_1's auc: 0.908748 valid_1's binary_logloss: 0.315878
[54] valid_0's auc: 0.927665 valid_0's binary_logloss: 0.29132 valid_1's auc: 0.908625 valid_1's binary_logloss: 0.315966
[55] valid_0's auc: 0.927959 valid_0's binary_logloss: 0.290725 valid_1's auc: 0.908632 valid_1's binary_logloss: 0.315958
[56] valid_0's auc: 0.928243 valid_0's binary_logloss: 0.290133 valid_1's auc: 0.908654 valid_1's binary_logloss: 0.315877
[57] valid_0's auc: 0.928567 valid_0's binary_logloss: 0.28949 valid_1's auc: 0.908579 valid_1's binary_logloss: 0.315982
[58] valid_0's auc: 0.928916 valid_0's binary_logloss: 0.2889 valid_1's auc: 0.908532 valid_1's binary_logloss: 0.316041
[59] valid_0's auc: 0.929229 valid_0's binary_logloss: 0.28829 valid_1's auc: 0.90853 valid_1's binary_logloss: 0.316035
[60] valid_0's auc: 0.92953 valid_0's binary_logloss: 0.287708 valid_1's auc: 0.908526 valid_1's binary_logloss: 0.315974
[61] valid_0's auc: 0.92995 valid_0's binary_logloss: 0.287003 valid_1's auc: 0.908262 valid_1's binary_logloss: 0.316386
[62] valid_0's auc: 0.930386 valid_0's binary_logloss: 0.286305 valid_1's auc: 0.908235 valid_1's binary_logloss: 0.316457
[63] valid_0's auc: 0.930679 valid_0's binary_logloss: 0.285782 valid_1's auc: 0.908149 valid_1's binary_logloss: 0.316658
[64] valid_0's auc: 0.931084 valid_0's binary_logloss: 0.285147 valid_1's auc: 0.908186 valid_1's binary_logloss: 0.316635
[65] valid_0's auc: 0.931427 valid_0's binary_logloss: 0.284507 valid_1's auc: 0.908243 valid_1's binary_logloss: 0.316525
[66] valid_0's auc: 0.931846 valid_0's binary_logloss: 0.283753 valid_1's auc: 0.90812 valid_1's binary_logloss: 0.316724
[67] valid_0's auc: 0.932211 valid_0's binary_logloss: 0.283163 valid_1's auc: 0.908215 valid_1's binary_logloss: 0.316634
[68] valid_0's auc: 0.932451 valid_0's binary_logloss: 0.282688 valid_1's auc: 0.90814 valid_1's binary_logloss: 0.31672
[69] valid_0's auc: 0.932807 valid_0's binary_logloss: 0.282106 valid_1's auc: 0.90792 valid_1's binary_logloss: 0.317004
[70] valid_0's auc: 0.933086 valid_0's binary_logloss: 0.281647 valid_1's auc: 0.907887 valid_1's binary_logloss: 0.317093
[71] valid_0's auc: 0.933387 valid_0's binary_logloss: 0.281075 valid_1's auc: 0.907877 valid_1's binary_logloss: 0.317059
[72] valid_0's auc: 0.933649 valid_0's binary_logloss: 0.28059 valid_1's auc: 0.907922 valid_1's binary_logloss: 0.317019
[73] valid_0's auc: 0.933981 valid_0's binary_logloss: 0.280024 valid_1's auc: 0.908019 valid_1's binary_logloss: 0.316932
[74] valid_0's auc: 0.93426 valid_0's binary_logloss: 0.279527 valid_1's auc: 0.908059 valid_1's binary_logloss: 0.316902
[75] valid_0's auc: 0.934497 valid_0's binary_logloss: 0.279065 valid_1's auc: 0.90808 valid_1's binary_logloss: 0.316832
[76] valid_0's auc: 0.934717 valid_0's binary_logloss: 0.278678 valid_1's auc: 0.908004 valid_1's binary_logloss: 0.316904
[77] valid_0's auc: 0.935024 valid_0's binary_logloss: 0.278147 valid_1's auc: 0.907907 valid_1's binary_logloss: 0.317068
[78] valid_0's auc: 0.935454 valid_0's binary_logloss: 0.277438 valid_1's auc: 0.907882 valid_1's binary_logloss: 0.317063
[79] valid_0's auc: 0.935705 valid_0's binary_logloss: 0.276937 valid_1's auc: 0.907881 valid_1's binary_logloss: 0.317098
[80] valid_0's auc: 0.936004 valid_0's binary_logloss: 0.276435 valid_1's auc: 0.907801 valid_1's binary_logloss: 0.317228
[81] valid_0's auc: 0.936242 valid_0's binary_logloss: 0.276002 valid_1's auc: 0.907795 valid_1's binary_logloss: 0.317266
[82] valid_0's auc: 0.936516 valid_0's binary_logloss: 0.27551 valid_1's auc: 0.907794 valid_1's binary_logloss: 0.317244
[83] valid_0's auc: 0.936823 valid_0's binary_logloss: 0.274999 valid_1's auc: 0.907898 valid_1's binary_logloss: 0.317089
[84] valid_0's auc: 0.937077 valid_0's binary_logloss: 0.274532 valid_1's auc: 0.907907 valid_1's binary_logloss: 0.317078
[85] valid_0's auc: 0.937354 valid_0's binary_logloss: 0.274045 valid_1's auc: 0.907749 valid_1's binary_logloss: 0.317288
[86] valid_0's auc: 0.937625 valid_0's binary_logloss: 0.273585 valid_1's auc: 0.907613 valid_1's binary_logloss: 0.317505
[87] valid_0's auc: 0.937925 valid_0's binary_logloss: 0.273025 valid_1's auc: 0.907582 valid_1's binary_logloss: 0.317575
[88] valid_0's auc: 0.938269 valid_0's binary_logloss: 0.272487 valid_1's auc: 0.907592 valid_1's binary_logloss: 0.317594
[89] valid_0's auc: 0.938599 valid_0's binary_logloss: 0.271899 valid_1's auc: 0.907574 valid_1's binary_logloss: 0.317589
[90] valid_0's auc: 0.938847 valid_0's binary_logloss: 0.271442 valid_1's auc: 0.907462 valid_1's binary_logloss: 0.317798
[91] valid_0's auc: 0.939119 valid_0's binary_logloss: 0.270984 valid_1's auc: 0.9074 valid_1's binary_logloss: 0.317913
[92] valid_0's auc: 0.939419 valid_0's binary_logloss: 0.270451 valid_1's auc: 0.907457 valid_1's binary_logloss: 0.317854
[93] valid_0's auc: 0.939613 valid_0's binary_logloss: 0.270076 valid_1's auc: 0.907331 valid_1's binary_logloss: 0.318094
[94] valid_0's auc: 0.939761 valid_0's binary_logloss: 0.269744 valid_1's auc: 0.907315 valid_1's binary_logloss: 0.318092
[95] valid_0's auc: 0.940023 valid_0's binary_logloss: 0.269299 valid_1's auc: 0.907369 valid_1's binary_logloss: 0.318038
[96] valid_0's auc: 0.940215 valid_0's binary_logloss: 0.268928 valid_1's auc: 0.907351 valid_1's binary_logloss: 0.31808
[97] valid_0's auc: 0.940479 valid_0's binary_logloss: 0.268467 valid_1's auc: 0.907305 valid_1's binary_logloss: 0.318128
[98] valid_0's auc: 0.940824 valid_0's binary_logloss: 0.267894 valid_1's auc: 0.907295 valid_1's binary_logloss: 0.318114
[99] valid_0's auc: 0.941002 valid_0's binary_logloss: 0.267463 valid_1's auc: 0.907252 valid_1's binary_logloss: 0.3182
[100] valid_0's auc: 0.94123 valid_0's binary_logloss: 0.267028 valid_1's auc: 0.907251 valid_1's binary_logloss: 0.318203
[101] valid_0's auc: 0.941449 valid_0's binary_logloss: 0.266659 valid_1's auc: 0.907097 valid_1's binary_logloss: 0.318452
[102] valid_0's auc: 0.941718 valid_0's binary_logloss: 0.266204 valid_1's auc: 0.906896 valid_1's binary_logloss: 0.318786
[103] valid_0's auc: 0.941925 valid_0's binary_logloss: 0.265825 valid_1's auc: 0.906946 valid_1's binary_logloss: 0.318703
[104] valid_0's auc: 0.942146 valid_0's binary_logloss: 0.265435 valid_1's auc: 0.906933 valid_1's binary_logloss: 0.318721
[105] valid_0's auc: 0.942325 valid_0's binary_logloss: 0.265093 valid_1's auc: 0.906824 valid_1's binary_logloss: 0.31894
[106] valid_0's auc: 0.942521 valid_0's binary_logloss: 0.26473 valid_1's auc: 0.906753 valid_1's binary_logloss: 0.319089
[107] valid_0's auc: 0.942703 valid_0's binary_logloss: 0.264364 valid_1's auc: 0.906773 valid_1's binary_logloss: 0.319083
[108] valid_0's auc: 0.942888 valid_0's binary_logloss: 0.264016 valid_1's auc: 0.906736 valid_1's binary_logloss: 0.319193
[109] valid_0's auc: 0.94307 valid_0's binary_logloss: 0.263653 valid_1's auc: 0.906687 valid_1's binary_logloss: 0.319271
[110] valid_0's auc: 0.943393 valid_0's binary_logloss: 0.263107 valid_1's auc: 0.906534 valid_1's binary_logloss: 0.319521
[111] valid_0's auc: 0.943652 valid_0's binary_logloss: 0.262643 valid_1's auc: 0.906465 valid_1's binary_logloss: 0.319624
[112] valid_0's auc: 0.943874 valid_0's binary_logloss: 0.262249 valid_1's auc: 0.906401 valid_1's binary_logloss: 0.319721
[113] valid_0's auc: 0.944041 valid_0's binary_logloss: 0.261857 valid_1's auc: 0.906314 valid_1's binary_logloss: 0.319963
[114] valid_0's auc: 0.944212 valid_0's binary_logloss: 0.261534 valid_1's auc: 0.906243 valid_1's binary_logloss: 0.320085
[115] valid_0's auc: 0.944439 valid_0's binary_logloss: 0.261101 valid_1's auc: 0.906158 valid_1's binary_logloss: 0.320253
[116] valid_0's auc: 0.944635 valid_0's binary_logloss: 0.260696 valid_1's auc: 0.906071 valid_1's binary_logloss: 0.320428
[117] valid_0's auc: 0.944897 valid_0's binary_logloss: 0.260166 valid_1's auc: 0.906045 valid_1's binary_logloss: 0.320501
[118] valid_0's auc: 0.94514 valid_0's binary_logloss: 0.259702 valid_1's auc: 0.905902 valid_1's binary_logloss: 0.320775
[119] valid_0's auc: 0.945403 valid_0's binary_logloss: 0.259189 valid_1's auc: 0.906018 valid_1's binary_logloss: 0.320681
[120] valid_0's auc: 0.94555 valid_0's binary_logloss: 0.258843 valid_1's auc: 0.905956 valid_1's binary_logloss: 0.320782
[121] valid_0's auc: 0.945742 valid_0's binary_logloss: 0.258454 valid_1's auc: 0.906073 valid_1's binary_logloss: 0.320636
[122] valid_0's auc: 0.945903 valid_0's binary_logloss: 0.25812 valid_1's auc: 0.906018 valid_1's binary_logloss: 0.320737
[123] valid_0's auc: 0.946118 valid_0's binary_logloss: 0.257727 valid_1's auc: 0.905951 valid_1's binary_logloss: 0.320873
[124] valid_0's auc: 0.946279 valid_0's binary_logloss: 0.257401 valid_1's auc: 0.905949 valid_1's binary_logloss: 0.320859
[125] valid_0's auc: 0.9464 valid_0's binary_logloss: 0.257113 valid_1's auc: 0.905998 valid_1's binary_logloss: 0.320838
[126] valid_0's auc: 0.946541 valid_0's binary_logloss: 0.256815 valid_1's auc: 0.90591 valid_1's binary_logloss: 0.32099
[127] valid_0's auc: 0.946714 valid_0's binary_logloss: 0.256514 valid_1's auc: 0.905865 valid_1's binary_logloss: 0.321113
[128] valid_0's auc: 0.946933 valid_0's binary_logloss: 0.256127 valid_1's auc: 0.905836 valid_1's binary_logloss: 0.321208
[129] valid_0's auc: 0.947157 valid_0's binary_logloss: 0.255684 valid_1's auc: 0.905773 valid_1's binary_logloss: 0.321399
[130] valid_0's auc: 0.947413 valid_0's binary_logloss: 0.255215 valid_1's auc: 0.905755 valid_1's binary_logloss: 0.32142
[131] valid_0's auc: 0.947626 valid_0's binary_logloss: 0.254818 valid_1's auc: 0.905794 valid_1's binary_logloss: 0.321344
[132] valid_0's auc: 0.947755 valid_0's binary_logloss: 0.254555 valid_1's auc: 0.905776 valid_1's binary_logloss: 0.321386
[133] valid_0's auc: 0.947924 valid_0's binary_logloss: 0.25423 valid_1's auc: 0.905691 valid_1's binary_logloss: 0.321548
[134] valid_0's auc: 0.948092 valid_0's binary_logloss: 0.253925 valid_1's auc: 0.90572 valid_1's binary_logloss: 0.321508
[135] valid_0's auc: 0.948211 valid_0's binary_logloss: 0.25366 valid_1's auc: 0.905675 valid_1's binary_logloss: 0.321587
Early stopping, best iteration is:
[35] valid_0's auc: 0.919628 valid_0's binary_logloss: 0.307502 valid_1's auc: 0.909135 valid_1's binary_logloss: 0.317632
[1] valid_0's auc: 0.883716 valid_0's binary_logloss: 0.517437 valid_1's auc: 0.891829 valid_1's binary_logloss: 0.508331
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.890073 valid_0's binary_logloss: 0.488559 valid_1's auc: 0.895643 valid_1's binary_logloss: 0.47903
[3] valid_0's auc: 0.89469 valid_0's binary_logloss: 0.465046 valid_1's auc: 0.899849 valid_1's binary_logloss: 0.455412
[4] valid_0's auc: 0.896069 valid_0's binary_logloss: 0.445806 valid_1's auc: 0.901287 valid_1's binary_logloss: 0.435833
[5] valid_0's auc: 0.897389 valid_0's binary_logloss: 0.429622 valid_1's auc: 0.901269 valid_1's binary_logloss: 0.419878
[6] valid_0's auc: 0.898537 valid_0's binary_logloss: 0.415829 valid_1's auc: 0.90164 valid_1's binary_logloss: 0.406518
[7] valid_0's auc: 0.899913 valid_0's binary_logloss: 0.404082 valid_1's auc: 0.90253 valid_1's binary_logloss: 0.394728
[8] valid_0's auc: 0.90085 valid_0's binary_logloss: 0.394009 valid_1's auc: 0.90316 valid_1's binary_logloss: 0.384967
[9] valid_0's auc: 0.901575 valid_0's binary_logloss: 0.385168 valid_1's auc: 0.904068 valid_1's binary_logloss: 0.376241
[10] valid_0's auc: 0.902151 valid_0's binary_logloss: 0.377494 valid_1's auc: 0.904329 valid_1's binary_logloss: 0.368945
[11] valid_0's auc: 0.903157 valid_0's binary_logloss: 0.370649 valid_1's auc: 0.904521 valid_1's binary_logloss: 0.362422
[12] valid_0's auc: 0.904146 valid_0's binary_logloss: 0.364509 valid_1's auc: 0.904595 valid_1's binary_logloss: 0.357161
[13] valid_0's auc: 0.905147 valid_0's binary_logloss: 0.358996 valid_1's auc: 0.905092 valid_1's binary_logloss: 0.352531
[14] valid_0's auc: 0.905821 valid_0's binary_logloss: 0.354303 valid_1's auc: 0.905235 valid_1's binary_logloss: 0.348331
[15] valid_0's auc: 0.906501 valid_0's binary_logloss: 0.350005 valid_1's auc: 0.9055 valid_1's binary_logloss: 0.344659
[16] valid_0's auc: 0.907197 valid_0's binary_logloss: 0.346171 valid_1's auc: 0.905848 valid_1's binary_logloss: 0.341413
[17] valid_0's auc: 0.907706 valid_0's binary_logloss: 0.342767 valid_1's auc: 0.906119 valid_1's binary_logloss: 0.33838
[18] valid_0's auc: 0.90833 valid_0's binary_logloss: 0.339529 valid_1's auc: 0.906432 valid_1's binary_logloss: 0.335707
[19] valid_0's auc: 0.909141 valid_0's binary_logloss: 0.336667 valid_1's auc: 0.906907 valid_1's binary_logloss: 0.33344
[20] valid_0's auc: 0.909876 valid_0's binary_logloss: 0.333932 valid_1's auc: 0.906948 valid_1's binary_logloss: 0.331682
[21] valid_0's auc: 0.91072 valid_0's binary_logloss: 0.331312 valid_1's auc: 0.907169 valid_1's binary_logloss: 0.329863
[22] valid_0's auc: 0.911318 valid_0's binary_logloss: 0.329059 valid_1's auc: 0.90775 valid_1's binary_logloss: 0.327885
[23] valid_0's auc: 0.912182 valid_0's binary_logloss: 0.326642 valid_1's auc: 0.907938 valid_1's binary_logloss: 0.326267
[24] valid_0's auc: 0.912963 valid_0's binary_logloss: 0.324378 valid_1's auc: 0.908239 valid_1's binary_logloss: 0.32467
[25] valid_0's auc: 0.913644 valid_0's binary_logloss: 0.322409 valid_1's auc: 0.908413 valid_1's binary_logloss: 0.323279
[26] valid_0's auc: 0.914223 valid_0's binary_logloss: 0.320614 valid_1's auc: 0.908625 valid_1's binary_logloss: 0.322223
[27] valid_0's auc: 0.914803 valid_0's binary_logloss: 0.318976 valid_1's auc: 0.908853 valid_1's binary_logloss: 0.321136
[28] valid_0's auc: 0.915536 valid_0's binary_logloss: 0.317202 valid_1's auc: 0.909073 valid_1's binary_logloss: 0.320222
[29] valid_0's auc: 0.916209 valid_0's binary_logloss: 0.31558 valid_1's auc: 0.909141 valid_1's binary_logloss: 0.319585
[30] valid_0's auc: 0.916656 valid_0's binary_logloss: 0.314205 valid_1's auc: 0.909131 valid_1's binary_logloss: 0.318964
[31] valid_0's auc: 0.917221 valid_0's binary_logloss: 0.312808 valid_1's auc: 0.909375 valid_1's binary_logloss: 0.318274
[32] valid_0's auc: 0.917821 valid_0's binary_logloss: 0.311401 valid_1's auc: 0.909432 valid_1's binary_logloss: 0.317757
[33] valid_0's auc: 0.918299 valid_0's binary_logloss: 0.310204 valid_1's auc: 0.909571 valid_1's binary_logloss: 0.317191
[34] valid_0's auc: 0.918779 valid_0's binary_logloss: 0.309067 valid_1's auc: 0.909576 valid_1's binary_logloss: 0.316784
[35] valid_0's auc: 0.91933 valid_0's binary_logloss: 0.307859 valid_1's auc: 0.909686 valid_1's binary_logloss: 0.316332
[36] valid_0's auc: 0.919711 valid_0's binary_logloss: 0.306854 valid_1's auc: 0.90985 valid_1's binary_logloss: 0.315794
[37] valid_0's auc: 0.920148 valid_0's binary_logloss: 0.305776 valid_1's auc: 0.909915 valid_1's binary_logloss: 0.315482
[38] valid_0's auc: 0.920644 valid_0's binary_logloss: 0.304716 valid_1's auc: 0.90996 valid_1's binary_logloss: 0.315194
[39] valid_0's auc: 0.921279 valid_0's binary_logloss: 0.303523 valid_1's auc: 0.910021 valid_1's binary_logloss: 0.31493
[40] valid_0's auc: 0.921695 valid_0's binary_logloss: 0.302625 valid_1's auc: 0.909852 valid_1's binary_logloss: 0.314992
[41] valid_0's auc: 0.922157 valid_0's binary_logloss: 0.301742 valid_1's auc: 0.909853 valid_1's binary_logloss: 0.314822
[42] valid_0's auc: 0.922604 valid_0's binary_logloss: 0.300806 valid_1's auc: 0.909692 valid_1's binary_logloss: 0.314968
[43] valid_0's auc: 0.923044 valid_0's binary_logloss: 0.299986 valid_1's auc: 0.909703 valid_1's binary_logloss: 0.314858
[44] valid_0's auc: 0.923508 valid_0's binary_logloss: 0.29913 valid_1's auc: 0.909722 valid_1's binary_logloss: 0.314687
[45] valid_0's auc: 0.923968 valid_0's binary_logloss: 0.298278 valid_1's auc: 0.909802 valid_1's binary_logloss: 0.314548
[46] valid_0's auc: 0.924346 valid_0's binary_logloss: 0.297515 valid_1's auc: 0.909635 valid_1's binary_logloss: 0.314591
[47] valid_0's auc: 0.924759 valid_0's binary_logloss: 0.296739 valid_1's auc: 0.909625 valid_1's binary_logloss: 0.314549
[48] valid_0's auc: 0.92511 valid_0's binary_logloss: 0.296031 valid_1's auc: 0.909672 valid_1's binary_logloss: 0.314395
[49] valid_0's auc: 0.925568 valid_0's binary_logloss: 0.295128 valid_1's auc: 0.909747 valid_1's binary_logloss: 0.314213
[50] valid_0's auc: 0.925897 valid_0's binary_logloss: 0.294497 valid_1's auc: 0.909627 valid_1's binary_logloss: 0.314313
[51] valid_0's auc: 0.926313 valid_0's binary_logloss: 0.293828 valid_1's auc: 0.909642 valid_1's binary_logloss: 0.314248
[52] valid_0's auc: 0.926717 valid_0's binary_logloss: 0.293088 valid_1's auc: 0.909586 valid_1's binary_logloss: 0.314252
[53] valid_0's auc: 0.927075 valid_0's binary_logloss: 0.292434 valid_1's auc: 0.909528 valid_1's binary_logloss: 0.314305
[54] valid_0's auc: 0.927507 valid_0's binary_logloss: 0.291637 valid_1's auc: 0.909546 valid_1's binary_logloss: 0.314247
[55] valid_0's auc: 0.927929 valid_0's binary_logloss: 0.290889 valid_1's auc: 0.909422 valid_1's binary_logloss: 0.314349
[56] valid_0's auc: 0.928351 valid_0's binary_logloss: 0.290158 valid_1's auc: 0.909407 valid_1's binary_logloss: 0.314391
[57] valid_0's auc: 0.928749 valid_0's binary_logloss: 0.289457 valid_1's auc: 0.909303 valid_1's binary_logloss: 0.314463
[58] valid_0's auc: 0.929162 valid_0's binary_logloss: 0.28868 valid_1's auc: 0.909262 valid_1's binary_logloss: 0.314567
[59] valid_0's auc: 0.929451 valid_0's binary_logloss: 0.288145 valid_1's auc: 0.909166 valid_1's binary_logloss: 0.314703
[60] valid_0's auc: 0.929891 valid_0's binary_logloss: 0.287437 valid_1's auc: 0.909176 valid_1's binary_logloss: 0.314728
[61] valid_0's auc: 0.93032 valid_0's binary_logloss: 0.286724 valid_1's auc: 0.90913 valid_1's binary_logloss: 0.31478
[62] valid_0's auc: 0.930593 valid_0's binary_logloss: 0.286258 valid_1's auc: 0.90911 valid_1's binary_logloss: 0.31478
[63] valid_0's auc: 0.930979 valid_0's binary_logloss: 0.285624 valid_1's auc: 0.908985 valid_1's binary_logloss: 0.314955
[64] valid_0's auc: 0.93134 valid_0's binary_logloss: 0.284907 valid_1's auc: 0.908987 valid_1's binary_logloss: 0.31491
[65] valid_0's auc: 0.931648 valid_0's binary_logloss: 0.284345 valid_1's auc: 0.908876 valid_1's binary_logloss: 0.315108
[66] valid_0's auc: 0.9319 valid_0's binary_logloss: 0.283886 valid_1's auc: 0.908727 valid_1's binary_logloss: 0.315314
[67] valid_0's auc: 0.932118 valid_0's binary_logloss: 0.283497 valid_1's auc: 0.90868 valid_1's binary_logloss: 0.315394
[68] valid_0's auc: 0.932411 valid_0's binary_logloss: 0.282974 valid_1's auc: 0.908585 valid_1's binary_logloss: 0.315563
[69] valid_0's auc: 0.932861 valid_0's binary_logloss: 0.282215 valid_1's auc: 0.908458 valid_1's binary_logloss: 0.31572
[70] valid_0's auc: 0.933228 valid_0's binary_logloss: 0.281536 valid_1's auc: 0.908479 valid_1's binary_logloss: 0.315735
[71] valid_0's auc: 0.933522 valid_0's binary_logloss: 0.281033 valid_1's auc: 0.90843 valid_1's binary_logloss: 0.315787
[72] valid_0's auc: 0.933741 valid_0's binary_logloss: 0.28055 valid_1's auc: 0.908346 valid_1's binary_logloss: 0.315925
[73] valid_0's auc: 0.934042 valid_0's binary_logloss: 0.280057 valid_1's auc: 0.908377 valid_1's binary_logloss: 0.315895
[74] valid_0's auc: 0.934439 valid_0's binary_logloss: 0.279357 valid_1's auc: 0.908457 valid_1's binary_logloss: 0.315747
[75] valid_0's auc: 0.934726 valid_0's binary_logloss: 0.278811 valid_1's auc: 0.90845 valid_1's binary_logloss: 0.315763
[76] valid_0's auc: 0.935012 valid_0's binary_logloss: 0.278326 valid_1's auc: 0.908309 valid_1's binary_logloss: 0.315998
[77] valid_0's auc: 0.935323 valid_0's binary_logloss: 0.277766 valid_1's auc: 0.908149 valid_1's binary_logloss: 0.316255
[78] valid_0's auc: 0.935515 valid_0's binary_logloss: 0.277332 valid_1's auc: 0.908093 valid_1's binary_logloss: 0.316266
[79] valid_0's auc: 0.935859 valid_0's binary_logloss: 0.276762 valid_1's auc: 0.907999 valid_1's binary_logloss: 0.316437
[80] valid_0's auc: 0.93612 valid_0's binary_logloss: 0.276266 valid_1's auc: 0.907936 valid_1's binary_logloss: 0.31654
[81] valid_0's auc: 0.936335 valid_0's binary_logloss: 0.275818 valid_1's auc: 0.907773 valid_1's binary_logloss: 0.316834
[82] valid_0's auc: 0.936578 valid_0's binary_logloss: 0.275412 valid_1's auc: 0.907601 valid_1's binary_logloss: 0.317083
[83] valid_0's auc: 0.936838 valid_0's binary_logloss: 0.274894 valid_1's auc: 0.907609 valid_1's binary_logloss: 0.31711
[84] valid_0's auc: 0.937126 valid_0's binary_logloss: 0.274355 valid_1's auc: 0.907741 valid_1's binary_logloss: 0.316892
[85] valid_0's auc: 0.937387 valid_0's binary_logloss: 0.273881 valid_1's auc: 0.907679 valid_1's binary_logloss: 0.316927
[86] valid_0's auc: 0.937546 valid_0's binary_logloss: 0.273513 valid_1's auc: 0.907591 valid_1's binary_logloss: 0.317048
[87] valid_0's auc: 0.937706 valid_0's binary_logloss: 0.273204 valid_1's auc: 0.907544 valid_1's binary_logloss: 0.317093
[88] valid_0's auc: 0.938026 valid_0's binary_logloss: 0.272696 valid_1's auc: 0.907376 valid_1's binary_logloss: 0.317353
[89] valid_0's auc: 0.938304 valid_0's binary_logloss: 0.272184 valid_1's auc: 0.907367 valid_1's binary_logloss: 0.317393
[90] valid_0's auc: 0.938565 valid_0's binary_logloss: 0.271714 valid_1's auc: 0.907252 valid_1's binary_logloss: 0.317594
[91] valid_0's auc: 0.938902 valid_0's binary_logloss: 0.271134 valid_1's auc: 0.907232 valid_1's binary_logloss: 0.317636
[92] valid_0's auc: 0.939151 valid_0's binary_logloss: 0.270674 valid_1's auc: 0.907232 valid_1's binary_logloss: 0.31764
[93] valid_0's auc: 0.939491 valid_0's binary_logloss: 0.270076 valid_1's auc: 0.907273 valid_1's binary_logloss: 0.317499
[94] valid_0's auc: 0.939719 valid_0's binary_logloss: 0.269674 valid_1's auc: 0.907154 valid_1's binary_logloss: 0.317748
[95] valid_0's auc: 0.939992 valid_0's binary_logloss: 0.269238 valid_1's auc: 0.907169 valid_1's binary_logloss: 0.317764
[96] valid_0's auc: 0.940181 valid_0's binary_logloss: 0.268792 valid_1's auc: 0.907102 valid_1's binary_logloss: 0.317883
[97] valid_0's auc: 0.940423 valid_0's binary_logloss: 0.268352 valid_1's auc: 0.907011 valid_1's binary_logloss: 0.318037
[98] valid_0's auc: 0.940635 valid_0's binary_logloss: 0.267984 valid_1's auc: 0.906943 valid_1's binary_logloss: 0.318218
[99] valid_0's auc: 0.940888 valid_0's binary_logloss: 0.267474 valid_1's auc: 0.906799 valid_1's binary_logloss: 0.318482
[100] valid_0's auc: 0.941141 valid_0's binary_logloss: 0.267033 valid_1's auc: 0.906729 valid_1's binary_logloss: 0.318632
[101] valid_0's auc: 0.941373 valid_0's binary_logloss: 0.266543 valid_1's auc: 0.906715 valid_1's binary_logloss: 0.318703
[102] valid_0's auc: 0.941567 valid_0's binary_logloss: 0.266138 valid_1's auc: 0.906674 valid_1's binary_logloss: 0.318819
[103] valid_0's auc: 0.941898 valid_0's binary_logloss: 0.265578 valid_1's auc: 0.906632 valid_1's binary_logloss: 0.318852
[104] valid_0's auc: 0.942122 valid_0's binary_logloss: 0.265155 valid_1's auc: 0.906626 valid_1's binary_logloss: 0.318882
[105] valid_0's auc: 0.942433 valid_0's binary_logloss: 0.264627 valid_1's auc: 0.906589 valid_1's binary_logloss: 0.318949
[106] valid_0's auc: 0.942633 valid_0's binary_logloss: 0.264241 valid_1's auc: 0.906558 valid_1's binary_logloss: 0.31901
[107] valid_0's auc: 0.942846 valid_0's binary_logloss: 0.263807 valid_1's auc: 0.90645 valid_1's binary_logloss: 0.319319
[108] valid_0's auc: 0.943 valid_0's binary_logloss: 0.263477 valid_1's auc: 0.906395 valid_1's binary_logloss: 0.31937
[109] valid_0's auc: 0.943283 valid_0's binary_logloss: 0.26295 valid_1's auc: 0.906323 valid_1's binary_logloss: 0.319464
[110] valid_0's auc: 0.943459 valid_0's binary_logloss: 0.26259 valid_1's auc: 0.906281 valid_1's binary_logloss: 0.319555
[111] valid_0's auc: 0.943607 valid_0's binary_logloss: 0.262293 valid_1's auc: 0.906216 valid_1's binary_logloss: 0.319712
[112] valid_0's auc: 0.943738 valid_0's binary_logloss: 0.261985 valid_1's auc: 0.906186 valid_1's binary_logloss: 0.319751
[113] valid_0's auc: 0.943912 valid_0's binary_logloss: 0.261662 valid_1's auc: 0.906145 valid_1's binary_logloss: 0.319803
[114] valid_0's auc: 0.944255 valid_0's binary_logloss: 0.261059 valid_1's auc: 0.906052 valid_1's binary_logloss: 0.31996
[115] valid_0's auc: 0.944417 valid_0's binary_logloss: 0.260722 valid_1's auc: 0.905902 valid_1's binary_logloss: 0.320284
[116] valid_0's auc: 0.944659 valid_0's binary_logloss: 0.260273 valid_1's auc: 0.905926 valid_1's binary_logloss: 0.320234
[117] valid_0's auc: 0.944967 valid_0's binary_logloss: 0.259769 valid_1's auc: 0.905972 valid_1's binary_logloss: 0.320148
[118] valid_0's auc: 0.945235 valid_0's binary_logloss: 0.259296 valid_1's auc: 0.9059 valid_1's binary_logloss: 0.320273
[119] valid_0's auc: 0.945469 valid_0's binary_logloss: 0.258902 valid_1's auc: 0.905856 valid_1's binary_logloss: 0.320406
[120] valid_0's auc: 0.945672 valid_0's binary_logloss: 0.258545 valid_1's auc: 0.90584 valid_1's binary_logloss: 0.320478
[121] valid_0's auc: 0.945858 valid_0's binary_logloss: 0.25815 valid_1's auc: 0.905773 valid_1's binary_logloss: 0.320589
[122] valid_0's auc: 0.946017 valid_0's binary_logloss: 0.257846 valid_1's auc: 0.905775 valid_1's binary_logloss: 0.320583
[123] valid_0's auc: 0.946165 valid_0's binary_logloss: 0.257531 valid_1's auc: 0.905724 valid_1's binary_logloss: 0.320695
[124] valid_0's auc: 0.946424 valid_0's binary_logloss: 0.257024 valid_1's auc: 0.905564 valid_1's binary_logloss: 0.321096
[125] valid_0's auc: 0.946646 valid_0's binary_logloss: 0.256642 valid_1's auc: 0.905433 valid_1's binary_logloss: 0.321306
[126] valid_0's auc: 0.946865 valid_0's binary_logloss: 0.256242 valid_1's auc: 0.905412 valid_1's binary_logloss: 0.321339
[127] valid_0's auc: 0.946988 valid_0's binary_logloss: 0.255992 valid_1's auc: 0.905418 valid_1's binary_logloss: 0.321381
[128] valid_0's auc: 0.947212 valid_0's binary_logloss: 0.255559 valid_1's auc: 0.905408 valid_1's binary_logloss: 0.321409
[129] valid_0's auc: 0.947468 valid_0's binary_logloss: 0.255076 valid_1's auc: 0.905305 valid_1's binary_logloss: 0.321584
[130] valid_0's auc: 0.947655 valid_0's binary_logloss: 0.254702 valid_1's auc: 0.905264 valid_1's binary_logloss: 0.321679
[131] valid_0's auc: 0.947854 valid_0's binary_logloss: 0.254322 valid_1's auc: 0.905169 valid_1's binary_logloss: 0.321851
[132] valid_0's auc: 0.948046 valid_0's binary_logloss: 0.253945 valid_1's auc: 0.905126 valid_1's binary_logloss: 0.321916
[133] valid_0's auc: 0.948226 valid_0's binary_logloss: 0.253593 valid_1's auc: 0.905042 valid_1's binary_logloss: 0.322104
[134] valid_0's auc: 0.948452 valid_0's binary_logloss: 0.253205 valid_1's auc: 0.905074 valid_1's binary_logloss: 0.322097
[135] valid_0's auc: 0.948617 valid_0's binary_logloss: 0.252867 valid_1's auc: 0.905022 valid_1's binary_logloss: 0.322243
[136] valid_0's auc: 0.948783 valid_0's binary_logloss: 0.252531 valid_1's auc: 0.904996 valid_1's binary_logloss: 0.322311
[137] valid_0's auc: 0.948943 valid_0's binary_logloss: 0.252197 valid_1's auc: 0.904861 valid_1's binary_logloss: 0.322582
[138] valid_0's auc: 0.949227 valid_0's binary_logloss: 0.251677 valid_1's auc: 0.90482 valid_1's binary_logloss: 0.322665
[139] valid_0's auc: 0.949439 valid_0's binary_logloss: 0.251306 valid_1's auc: 0.904761 valid_1's binary_logloss: 0.322785
Early stopping, best iteration is:
[39] valid_0's auc: 0.921279 valid_0's binary_logloss: 0.303523 valid_1's auc: 0.910021 valid_1's binary_logloss: 0.31493
[1] valid_0's auc: 0.889031 valid_0's binary_logloss: 0.516579 valid_1's auc: 0.896723 valid_1's binary_logloss: 0.507458
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.892164 valid_0's binary_logloss: 0.487355 valid_1's auc: 0.898379 valid_1's binary_logloss: 0.477426
[3] valid_0's auc: 0.893991 valid_0's binary_logloss: 0.463908 valid_1's auc: 0.900966 valid_1's binary_logloss: 0.453477
[4] valid_0's auc: 0.895536 valid_0's binary_logloss: 0.444506 valid_1's auc: 0.900916 valid_1's binary_logloss: 0.43446
[5] valid_0's auc: 0.895846 valid_0's binary_logloss: 0.428496 valid_1's auc: 0.900658 valid_1's binary_logloss: 0.41849
[6] valid_0's auc: 0.897167 valid_0's binary_logloss: 0.414703 valid_1's auc: 0.901702 valid_1's binary_logloss: 0.404942
[7] valid_0's auc: 0.897784 valid_0's binary_logloss: 0.403095 valid_1's auc: 0.902279 valid_1's binary_logloss: 0.393273
[8] valid_0's auc: 0.898713 valid_0's binary_logloss: 0.393054 valid_1's auc: 0.902347 valid_1's binary_logloss: 0.383885
[9] valid_0's auc: 0.902294 valid_0's binary_logloss: 0.38416 valid_1's auc: 0.904294 valid_1's binary_logloss: 0.375629
[10] valid_0's auc: 0.903355 valid_0's binary_logloss: 0.376336 valid_1's auc: 0.904676 valid_1's binary_logloss: 0.368481
[11] valid_0's auc: 0.903988 valid_0's binary_logloss: 0.369543 valid_1's auc: 0.904895 valid_1's binary_logloss: 0.362239
[12] valid_0's auc: 0.904553 valid_0's binary_logloss: 0.363566 valid_1's auc: 0.904913 valid_1's binary_logloss: 0.356787
[13] valid_0's auc: 0.905538 valid_0's binary_logloss: 0.35817 valid_1's auc: 0.905471 valid_1's binary_logloss: 0.351875
[14] valid_0's auc: 0.906094 valid_0's binary_logloss: 0.353414 valid_1's auc: 0.90584 valid_1's binary_logloss: 0.347498
[15] valid_0's auc: 0.906689 valid_0's binary_logloss: 0.349218 valid_1's auc: 0.905742 valid_1's binary_logloss: 0.344195
[16] valid_0's auc: 0.907549 valid_0's binary_logloss: 0.345324 valid_1's auc: 0.905782 valid_1's binary_logloss: 0.341113
[17] valid_0's auc: 0.908531 valid_0's binary_logloss: 0.341711 valid_1's auc: 0.906322 valid_1's binary_logloss: 0.338306
[18] valid_0's auc: 0.909453 valid_0's binary_logloss: 0.338332 valid_1's auc: 0.906516 valid_1's binary_logloss: 0.335814
[19] valid_0's auc: 0.910388 valid_0's binary_logloss: 0.33525 valid_1's auc: 0.906792 valid_1's binary_logloss: 0.333475
[20] valid_0's auc: 0.911139 valid_0's binary_logloss: 0.332531 valid_1's auc: 0.906912 valid_1's binary_logloss: 0.33174
[21] valid_0's auc: 0.911701 valid_0's binary_logloss: 0.330035 valid_1's auc: 0.907003 valid_1's binary_logloss: 0.330016
[22] valid_0's auc: 0.912346 valid_0's binary_logloss: 0.327668 valid_1's auc: 0.907381 valid_1's binary_logloss: 0.328148
[23] valid_0's auc: 0.913149 valid_0's binary_logloss: 0.325309 valid_1's auc: 0.907966 valid_1's binary_logloss: 0.326408
[24] valid_0's auc: 0.913783 valid_0's binary_logloss: 0.323223 valid_1's auc: 0.908068 valid_1's binary_logloss: 0.325125
[25] valid_0's auc: 0.914402 valid_0's binary_logloss: 0.321208 valid_1's auc: 0.90856 valid_1's binary_logloss: 0.323593
[26] valid_0's auc: 0.915043 valid_0's binary_logloss: 0.319422 valid_1's auc: 0.90861 valid_1's binary_logloss: 0.322682
[27] valid_0's auc: 0.915496 valid_0's binary_logloss: 0.317822 valid_1's auc: 0.90877 valid_1's binary_logloss: 0.321641
[28] valid_0's auc: 0.916075 valid_0's binary_logloss: 0.316294 valid_1's auc: 0.90875 valid_1's binary_logloss: 0.321013
[29] valid_0's auc: 0.916595 valid_0's binary_logloss: 0.314772 valid_1's auc: 0.908808 valid_1's binary_logloss: 0.320348
[30] valid_0's auc: 0.917022 valid_0's binary_logloss: 0.313416 valid_1's auc: 0.908898 valid_1's binary_logloss: 0.319672
[31] valid_0's auc: 0.917535 valid_0's binary_logloss: 0.31208 valid_1's auc: 0.909017 valid_1's binary_logloss: 0.319072
[32] valid_0's auc: 0.918038 valid_0's binary_logloss: 0.310843 valid_1's auc: 0.908875 valid_1's binary_logloss: 0.318855
[33] valid_0's auc: 0.918517 valid_0's binary_logloss: 0.3096 valid_1's auc: 0.908986 valid_1's binary_logloss: 0.318273
[34] valid_0's auc: 0.919063 valid_0's binary_logloss: 0.308395 valid_1's auc: 0.908872 valid_1's binary_logloss: 0.318103
[35] valid_0's auc: 0.91951 valid_0's binary_logloss: 0.307291 valid_1's auc: 0.908911 valid_1's binary_logloss: 0.317738
[36] valid_0's auc: 0.919965 valid_0's binary_logloss: 0.306194 valid_1's auc: 0.909136 valid_1's binary_logloss: 0.317147
[37] valid_0's auc: 0.920416 valid_0's binary_logloss: 0.30515 valid_1's auc: 0.909152 valid_1's binary_logloss: 0.316823
[38] valid_0's auc: 0.920831 valid_0's binary_logloss: 0.304245 valid_1's auc: 0.909252 valid_1's binary_logloss: 0.316523
[39] valid_0's auc: 0.921265 valid_0's binary_logloss: 0.303314 valid_1's auc: 0.909288 valid_1's binary_logloss: 0.316267
[40] valid_0's auc: 0.921798 valid_0's binary_logloss: 0.30226 valid_1's auc: 0.909208 valid_1's binary_logloss: 0.316199
[41] valid_0's auc: 0.922235 valid_0's binary_logloss: 0.301311 valid_1's auc: 0.909432 valid_1's binary_logloss: 0.315801
[42] valid_0's auc: 0.922572 valid_0's binary_logloss: 0.300602 valid_1's auc: 0.909274 valid_1's binary_logloss: 0.3159
[43] valid_0's auc: 0.922999 valid_0's binary_logloss: 0.299787 valid_1's auc: 0.909195 valid_1's binary_logloss: 0.315991
[44] valid_0's auc: 0.923325 valid_0's binary_logloss: 0.299099 valid_1's auc: 0.909061 valid_1's binary_logloss: 0.316024
[45] valid_0's auc: 0.92378 valid_0's binary_logloss: 0.298221 valid_1's auc: 0.909003 valid_1's binary_logloss: 0.315971
[46] valid_0's auc: 0.924198 valid_0's binary_logloss: 0.297425 valid_1's auc: 0.908855 valid_1's binary_logloss: 0.316146
[47] valid_0's auc: 0.924591 valid_0's binary_logloss: 0.296645 valid_1's auc: 0.908847 valid_1's binary_logloss: 0.316098
[48] valid_0's auc: 0.925021 valid_0's binary_logloss: 0.295803 valid_1's auc: 0.908896 valid_1's binary_logloss: 0.315979
[49] valid_0's auc: 0.925344 valid_0's binary_logloss: 0.295139 valid_1's auc: 0.908958 valid_1's binary_logloss: 0.315833
[50] valid_0's auc: 0.925711 valid_0's binary_logloss: 0.294445 valid_1's auc: 0.908883 valid_1's binary_logloss: 0.315863
[51] valid_0's auc: 0.926134 valid_0's binary_logloss: 0.293662 valid_1's auc: 0.908882 valid_1's binary_logloss: 0.315842
[52] valid_0's auc: 0.926471 valid_0's binary_logloss: 0.293008 valid_1's auc: 0.908751 valid_1's binary_logloss: 0.316001
[53] valid_0's auc: 0.926798 valid_0's binary_logloss: 0.292391 valid_1's auc: 0.908831 valid_1's binary_logloss: 0.315821
[54] valid_0's auc: 0.92719 valid_0's binary_logloss: 0.291686 valid_1's auc: 0.908765 valid_1's binary_logloss: 0.315895
[55] valid_0's auc: 0.927649 valid_0's binary_logloss: 0.290885 valid_1's auc: 0.908759 valid_1's binary_logloss: 0.315868
[56] valid_0's auc: 0.928015 valid_0's binary_logloss: 0.29023 valid_1's auc: 0.908856 valid_1's binary_logloss: 0.315779
[57] valid_0's auc: 0.928312 valid_0's binary_logloss: 0.289624 valid_1's auc: 0.908909 valid_1's binary_logloss: 0.315678
[58] valid_0's auc: 0.928693 valid_0's binary_logloss: 0.288987 valid_1's auc: 0.908728 valid_1's binary_logloss: 0.315955
[59] valid_0's auc: 0.929068 valid_0's binary_logloss: 0.288364 valid_1's auc: 0.908633 valid_1's binary_logloss: 0.316082
[60] valid_0's auc: 0.929442 valid_0's binary_logloss: 0.287648 valid_1's auc: 0.908658 valid_1's binary_logloss: 0.316001
[61] valid_0's auc: 0.929719 valid_0's binary_logloss: 0.287091 valid_1's auc: 0.908664 valid_1's binary_logloss: 0.315935
[62] valid_0's auc: 0.929943 valid_0's binary_logloss: 0.286678 valid_1's auc: 0.908637 valid_1's binary_logloss: 0.316004
[63] valid_0's auc: 0.930195 valid_0's binary_logloss: 0.286172 valid_1's auc: 0.908587 valid_1's binary_logloss: 0.316094
[64] valid_0's auc: 0.930525 valid_0's binary_logloss: 0.285608 valid_1's auc: 0.908641 valid_1's binary_logloss: 0.316014
[65] valid_0's auc: 0.930875 valid_0's binary_logloss: 0.284978 valid_1's auc: 0.908549 valid_1's binary_logloss: 0.316138
[66] valid_0's auc: 0.931114 valid_0's binary_logloss: 0.28457 valid_1's auc: 0.908538 valid_1's binary_logloss: 0.316151
[67] valid_0's auc: 0.931399 valid_0's binary_logloss: 0.284016 valid_1's auc: 0.908584 valid_1's binary_logloss: 0.316178
[68] valid_0's auc: 0.931655 valid_0's binary_logloss: 0.283564 valid_1's auc: 0.908412 valid_1's binary_logloss: 0.316372
[69] valid_0's auc: 0.931887 valid_0's binary_logloss: 0.283125 valid_1's auc: 0.908355 valid_1's binary_logloss: 0.316468
[70] valid_0's auc: 0.93209 valid_0's binary_logloss: 0.282749 valid_1's auc: 0.908316 valid_1's binary_logloss: 0.31653
[71] valid_0's auc: 0.932465 valid_0's binary_logloss: 0.282071 valid_1's auc: 0.90832 valid_1's binary_logloss: 0.316509
[72] valid_0's auc: 0.932768 valid_0's binary_logloss: 0.28151 valid_1's auc: 0.908351 valid_1's binary_logloss: 0.316488
[73] valid_0's auc: 0.933005 valid_0's binary_logloss: 0.281039 valid_1's auc: 0.908397 valid_1's binary_logloss: 0.316454
[74] valid_0's auc: 0.933259 valid_0's binary_logloss: 0.280612 valid_1's auc: 0.908471 valid_1's binary_logloss: 0.316327
[75] valid_0's auc: 0.933525 valid_0's binary_logloss: 0.280111 valid_1's auc: 0.908311 valid_1's binary_logloss: 0.31663
[76] valid_0's auc: 0.933839 valid_0's binary_logloss: 0.279555 valid_1's auc: 0.908217 valid_1's binary_logloss: 0.316788
[77] valid_0's auc: 0.934096 valid_0's binary_logloss: 0.279074 valid_1's auc: 0.908172 valid_1's binary_logloss: 0.316825
[78] valid_0's auc: 0.934302 valid_0's binary_logloss: 0.278656 valid_1's auc: 0.908185 valid_1's binary_logloss: 0.316797
[79] valid_0's auc: 0.934605 valid_0's binary_logloss: 0.278155 valid_1's auc: 0.908095 valid_1's binary_logloss: 0.316939
[80] valid_0's auc: 0.934868 valid_0's binary_logloss: 0.2777 valid_1's auc: 0.908094 valid_1's binary_logloss: 0.31692
[81] valid_0's auc: 0.935205 valid_0's binary_logloss: 0.277142 valid_1's auc: 0.907901 valid_1's binary_logloss: 0.317311
[82] valid_0's auc: 0.935573 valid_0's binary_logloss: 0.276519 valid_1's auc: 0.907832 valid_1's binary_logloss: 0.317418
[83] valid_0's auc: 0.935848 valid_0's binary_logloss: 0.276 valid_1's auc: 0.907808 valid_1's binary_logloss: 0.317454
[84] valid_0's auc: 0.936093 valid_0's binary_logloss: 0.275543 valid_1's auc: 0.907825 valid_1's binary_logloss: 0.317444
[85] valid_0's auc: 0.936518 valid_0's binary_logloss: 0.274879 valid_1's auc: 0.907706 valid_1's binary_logloss: 0.317605
[86] valid_0's auc: 0.936789 valid_0's binary_logloss: 0.274394 valid_1's auc: 0.907662 valid_1's binary_logloss: 0.317734
[87] valid_0's auc: 0.937064 valid_0's binary_logloss: 0.273916 valid_1's auc: 0.907732 valid_1's binary_logloss: 0.317627
[88] valid_0's auc: 0.937244 valid_0's binary_logloss: 0.273523 valid_1's auc: 0.907754 valid_1's binary_logloss: 0.317594
[89] valid_0's auc: 0.937531 valid_0's binary_logloss: 0.273051 valid_1's auc: 0.907587 valid_1's binary_logloss: 0.317848
[90] valid_0's auc: 0.937747 valid_0's binary_logloss: 0.27268 valid_1's auc: 0.907483 valid_1's binary_logloss: 0.31802
[91] valid_0's auc: 0.93796 valid_0's binary_logloss: 0.27231 valid_1's auc: 0.907415 valid_1's binary_logloss: 0.318088
[92] valid_0's auc: 0.938308 valid_0's binary_logloss: 0.27166 valid_1's auc: 0.907487 valid_1's binary_logloss: 0.317964
[93] valid_0's auc: 0.938491 valid_0's binary_logloss: 0.271333 valid_1's auc: 0.907391 valid_1's binary_logloss: 0.318083
[94] valid_0's auc: 0.938708 valid_0's binary_logloss: 0.270911 valid_1's auc: 0.907417 valid_1's binary_logloss: 0.318069
[95] valid_0's auc: 0.93896 valid_0's binary_logloss: 0.270452 valid_1's auc: 0.907262 valid_1's binary_logloss: 0.318298
[96] valid_0's auc: 0.939215 valid_0's binary_logloss: 0.270028 valid_1's auc: 0.907145 valid_1's binary_logloss: 0.31851
[97] valid_0's auc: 0.939511 valid_0's binary_logloss: 0.269537 valid_1's auc: 0.907129 valid_1's binary_logloss: 0.318486
[98] valid_0's auc: 0.939711 valid_0's binary_logloss: 0.269109 valid_1's auc: 0.907106 valid_1's binary_logloss: 0.318631
[99] valid_0's auc: 0.939877 valid_0's binary_logloss: 0.268782 valid_1's auc: 0.90712 valid_1's binary_logloss: 0.318655
[100] valid_0's auc: 0.940203 valid_0's binary_logloss: 0.26826 valid_1's auc: 0.907145 valid_1's binary_logloss: 0.318603
[101] valid_0's auc: 0.940473 valid_0's binary_logloss: 0.267759 valid_1's auc: 0.907057 valid_1's binary_logloss: 0.318741
[102] valid_0's auc: 0.94068 valid_0's binary_logloss: 0.26734 valid_1's auc: 0.907086 valid_1's binary_logloss: 0.318793
[103] valid_0's auc: 0.940889 valid_0's binary_logloss: 0.266964 valid_1's auc: 0.907013 valid_1's binary_logloss: 0.318898
[104] valid_0's auc: 0.941221 valid_0's binary_logloss: 0.266407 valid_1's auc: 0.907084 valid_1's binary_logloss: 0.318846
[105] valid_0's auc: 0.941404 valid_0's binary_logloss: 0.266017 valid_1's auc: 0.907056 valid_1's binary_logloss: 0.318935
[106] valid_0's auc: 0.94172 valid_0's binary_logloss: 0.265442 valid_1's auc: 0.907087 valid_1's binary_logloss: 0.318935
[107] valid_0's auc: 0.941968 valid_0's binary_logloss: 0.264992 valid_1's auc: 0.907021 valid_1's binary_logloss: 0.319017
[108] valid_0's auc: 0.942233 valid_0's binary_logloss: 0.264478 valid_1's auc: 0.907038 valid_1's binary_logloss: 0.318989
[109] valid_0's auc: 0.942493 valid_0's binary_logloss: 0.264019 valid_1's auc: 0.90694 valid_1's binary_logloss: 0.319175
[110] valid_0's auc: 0.942704 valid_0's binary_logloss: 0.263649 valid_1's auc: 0.907 valid_1's binary_logloss: 0.319115
[111] valid_0's auc: 0.942986 valid_0's binary_logloss: 0.263159 valid_1's auc: 0.90698 valid_1's binary_logloss: 0.319181
[112] valid_0's auc: 0.943153 valid_0's binary_logloss: 0.26276 valid_1's auc: 0.906966 valid_1's binary_logloss: 0.319242
[113] valid_0's auc: 0.943292 valid_0's binary_logloss: 0.262487 valid_1's auc: 0.907006 valid_1's binary_logloss: 0.319192
[114] valid_0's auc: 0.943514 valid_0's binary_logloss: 0.262081 valid_1's auc: 0.906917 valid_1's binary_logloss: 0.319344
[115] valid_0's auc: 0.943703 valid_0's binary_logloss: 0.26173 valid_1's auc: 0.906767 valid_1's binary_logloss: 0.319606
[116] valid_0's auc: 0.943928 valid_0's binary_logloss: 0.261326 valid_1's auc: 0.906828 valid_1's binary_logloss: 0.319582
[117] valid_0's auc: 0.9443 valid_0's binary_logloss: 0.260724 valid_1's auc: 0.906812 valid_1's binary_logloss: 0.319615
[118] valid_0's auc: 0.944467 valid_0's binary_logloss: 0.260414 valid_1's auc: 0.906726 valid_1's binary_logloss: 0.319779
[119] valid_0's auc: 0.944721 valid_0's binary_logloss: 0.259961 valid_1's auc: 0.906768 valid_1's binary_logloss: 0.319723
[120] valid_0's auc: 0.94495 valid_0's binary_logloss: 0.259572 valid_1's auc: 0.906774 valid_1's binary_logloss: 0.319723
[121] valid_0's auc: 0.945156 valid_0's binary_logloss: 0.259202 valid_1's auc: 0.906812 valid_1's binary_logloss: 0.319684
[122] valid_0's auc: 0.945388 valid_0's binary_logloss: 0.258753 valid_1's auc: 0.906637 valid_1's binary_logloss: 0.319998
[123] valid_0's auc: 0.945604 valid_0's binary_logloss: 0.258362 valid_1's auc: 0.906691 valid_1's binary_logloss: 0.319913
[124] valid_0's auc: 0.945776 valid_0's binary_logloss: 0.257989 valid_1's auc: 0.906667 valid_1's binary_logloss: 0.319942
[125] valid_0's auc: 0.945941 valid_0's binary_logloss: 0.257616 valid_1's auc: 0.906662 valid_1's binary_logloss: 0.320049
[126] valid_0's auc: 0.946164 valid_0's binary_logloss: 0.257224 valid_1's auc: 0.906722 valid_1's binary_logloss: 0.319953
[127] valid_0's auc: 0.946305 valid_0's binary_logloss: 0.256913 valid_1's auc: 0.906682 valid_1's binary_logloss: 0.320063
[128] valid_0's auc: 0.946471 valid_0's binary_logloss: 0.256582 valid_1's auc: 0.90677 valid_1's binary_logloss: 0.319953
[129] valid_0's auc: 0.946629 valid_0's binary_logloss: 0.256287 valid_1's auc: 0.906812 valid_1's binary_logloss: 0.319891
[130] valid_0's auc: 0.946769 valid_0's binary_logloss: 0.255949 valid_1's auc: 0.906819 valid_1's binary_logloss: 0.319876
[131] valid_0's auc: 0.946967 valid_0's binary_logloss: 0.255553 valid_1's auc: 0.906796 valid_1's binary_logloss: 0.31996
[132] valid_0's auc: 0.94711 valid_0's binary_logloss: 0.255266 valid_1's auc: 0.906756 valid_1's binary_logloss: 0.320022
[133] valid_0's auc: 0.94727 valid_0's binary_logloss: 0.254965 valid_1's auc: 0.906635 valid_1's binary_logloss: 0.320259
[134] valid_0's auc: 0.947436 valid_0's binary_logloss: 0.254656 valid_1's auc: 0.90662 valid_1's binary_logloss: 0.320315
[135] valid_0's auc: 0.947634 valid_0's binary_logloss: 0.254281 valid_1's auc: 0.906572 valid_1's binary_logloss: 0.320372
[136] valid_0's auc: 0.947862 valid_0's binary_logloss: 0.253863 valid_1's auc: 0.906526 valid_1's binary_logloss: 0.320517
[137] valid_0's auc: 0.948008 valid_0's binary_logloss: 0.253584 valid_1's auc: 0.90645 valid_1's binary_logloss: 0.320689
[138] valid_0's auc: 0.948111 valid_0's binary_logloss: 0.253372 valid_1's auc: 0.906388 valid_1's binary_logloss: 0.320812
[139] valid_0's auc: 0.948282 valid_0's binary_logloss: 0.253044 valid_1's auc: 0.906417 valid_1's binary_logloss: 0.320767
[140] valid_0's auc: 0.948441 valid_0's binary_logloss: 0.252704 valid_1's auc: 0.906341 valid_1's binary_logloss: 0.320941
[141] valid_0's auc: 0.948609 valid_0's binary_logloss: 0.252346 valid_1's auc: 0.906316 valid_1's binary_logloss: 0.32098
Early stopping, best iteration is:
[41] valid_0's auc: 0.922235 valid_0's binary_logloss: 0.301311 valid_1's auc: 0.909432 valid_1's binary_logloss: 0.315801
[1] valid_0's auc: 0.888084 valid_0's binary_logloss: 0.516884 valid_1's auc: 0.893464 valid_1's binary_logloss: 0.508124
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.890797 valid_0's binary_logloss: 0.487718 valid_1's auc: 0.897592 valid_1's binary_logloss: 0.478465
[3] valid_0's auc: 0.892513 valid_0's binary_logloss: 0.464334 valid_1's auc: 0.898665 valid_1's binary_logloss: 0.454805
[4] valid_0's auc: 0.894815 valid_0's binary_logloss: 0.444821 valid_1's auc: 0.899433 valid_1's binary_logloss: 0.435394
[5] valid_0's auc: 0.896021 valid_0's binary_logloss: 0.428702 valid_1's auc: 0.900021 valid_1's binary_logloss: 0.419476
[6] valid_0's auc: 0.89928 valid_0's binary_logloss: 0.415058 valid_1's auc: 0.902649 valid_1's binary_logloss: 0.405991
[7] valid_0's auc: 0.900439 valid_0's binary_logloss: 0.403201 valid_1's auc: 0.902605 valid_1's binary_logloss: 0.394544
[8] valid_0's auc: 0.901538 valid_0's binary_logloss: 0.393166 valid_1's auc: 0.903058 valid_1's binary_logloss: 0.384843
[9] valid_0's auc: 0.902204 valid_0's binary_logloss: 0.384401 valid_1's auc: 0.903156 valid_1's binary_logloss: 0.376624
[10] valid_0's auc: 0.903221 valid_0's binary_logloss: 0.376758 valid_1's auc: 0.903175 valid_1's binary_logloss: 0.369696
[11] valid_0's auc: 0.904073 valid_0's binary_logloss: 0.369858 valid_1's auc: 0.90337 valid_1's binary_logloss: 0.36353
[12] valid_0's auc: 0.9048 valid_0's binary_logloss: 0.363903 valid_1's auc: 0.904 valid_1's binary_logloss: 0.357996
[13] valid_0's auc: 0.905852 valid_0's binary_logloss: 0.358528 valid_1's auc: 0.904463 valid_1's binary_logloss: 0.353176
[14] valid_0's auc: 0.906544 valid_0's binary_logloss: 0.353777 valid_1's auc: 0.904775 valid_1's binary_logloss: 0.348981
[15] valid_0's auc: 0.907501 valid_0's binary_logloss: 0.349288 valid_1's auc: 0.905337 valid_1's binary_logloss: 0.345392
[16] valid_0's auc: 0.908224 valid_0's binary_logloss: 0.345361 valid_1's auc: 0.905819 valid_1's binary_logloss: 0.341971
[17] valid_0's auc: 0.908902 valid_0's binary_logloss: 0.341809 valid_1's auc: 0.905831 valid_1's binary_logloss: 0.339271
[18] valid_0's auc: 0.909407 valid_0's binary_logloss: 0.338728 valid_1's auc: 0.906187 valid_1's binary_logloss: 0.336615
[19] valid_0's auc: 0.910331 valid_0's binary_logloss: 0.33564 valid_1's auc: 0.906492 valid_1's binary_logloss: 0.334456
[20] valid_0's auc: 0.910901 valid_0's binary_logloss: 0.332967 valid_1's auc: 0.906812 valid_1's binary_logloss: 0.332309
[21] valid_0's auc: 0.911538 valid_0's binary_logloss: 0.330566 valid_1's auc: 0.906796 valid_1's binary_logloss: 0.330669
[22] valid_0's auc: 0.912064 valid_0's binary_logloss: 0.328361 valid_1's auc: 0.906935 valid_1's binary_logloss: 0.329121
[23] valid_0's auc: 0.912925 valid_0's binary_logloss: 0.326059 valid_1's auc: 0.907201 valid_1's binary_logloss: 0.327725
[24] valid_0's auc: 0.913563 valid_0's binary_logloss: 0.323897 valid_1's auc: 0.907387 valid_1's binary_logloss: 0.326225
[25] valid_0's auc: 0.914114 valid_0's binary_logloss: 0.321942 valid_1's auc: 0.907471 valid_1's binary_logloss: 0.325043
[26] valid_0's auc: 0.914789 valid_0's binary_logloss: 0.320035 valid_1's auc: 0.907698 valid_1's binary_logloss: 0.323938
[27] valid_0's auc: 0.915302 valid_0's binary_logloss: 0.318381 valid_1's auc: 0.907778 valid_1's binary_logloss: 0.323077
[28] valid_0's auc: 0.915886 valid_0's binary_logloss: 0.316789 valid_1's auc: 0.907776 valid_1's binary_logloss: 0.322489
[29] valid_0's auc: 0.916429 valid_0's binary_logloss: 0.315265 valid_1's auc: 0.907771 valid_1's binary_logloss: 0.321873
[30] valid_0's auc: 0.916928 valid_0's binary_logloss: 0.31387 valid_1's auc: 0.907806 valid_1's binary_logloss: 0.321352
[31] valid_0's auc: 0.917511 valid_0's binary_logloss: 0.312381 valid_1's auc: 0.907794 valid_1's binary_logloss: 0.320895
[32] valid_0's auc: 0.918015 valid_0's binary_logloss: 0.311145 valid_1's auc: 0.907764 valid_1's binary_logloss: 0.32053
[33] valid_0's auc: 0.91845 valid_0's binary_logloss: 0.310021 valid_1's auc: 0.907609 valid_1's binary_logloss: 0.320356
[34] valid_0's auc: 0.918921 valid_0's binary_logloss: 0.308899 valid_1's auc: 0.907826 valid_1's binary_logloss: 0.319775
[35] valid_0's auc: 0.919308 valid_0's binary_logloss: 0.307855 valid_1's auc: 0.907768 valid_1's binary_logloss: 0.319476
[36] valid_0's auc: 0.919805 valid_0's binary_logloss: 0.306715 valid_1's auc: 0.907844 valid_1's binary_logloss: 0.319122
[37] valid_0's auc: 0.920348 valid_0's binary_logloss: 0.305579 valid_1's auc: 0.908015 valid_1's binary_logloss: 0.318737
[38] valid_0's auc: 0.920807 valid_0's binary_logloss: 0.304555 valid_1's auc: 0.907838 valid_1's binary_logloss: 0.318784
[39] valid_0's auc: 0.921262 valid_0's binary_logloss: 0.303578 valid_1's auc: 0.907678 valid_1's binary_logloss: 0.318757
[40] valid_0's auc: 0.921707 valid_0's binary_logloss: 0.302588 valid_1's auc: 0.907596 valid_1's binary_logloss: 0.318667
[41] valid_0's auc: 0.922114 valid_0's binary_logloss: 0.301688 valid_1's auc: 0.907858 valid_1's binary_logloss: 0.318239
[42] valid_0's auc: 0.922529 valid_0's binary_logloss: 0.300838 valid_1's auc: 0.907874 valid_1's binary_logloss: 0.318064
[43] valid_0's auc: 0.922985 valid_0's binary_logloss: 0.299924 valid_1's auc: 0.90801 valid_1's binary_logloss: 0.317775
[44] valid_0's auc: 0.923383 valid_0's binary_logloss: 0.299092 valid_1's auc: 0.908013 valid_1's binary_logloss: 0.317723
[45] valid_0's auc: 0.923914 valid_0's binary_logloss: 0.298119 valid_1's auc: 0.907991 valid_1's binary_logloss: 0.317657
[46] valid_0's auc: 0.924386 valid_0's binary_logloss: 0.297212 valid_1's auc: 0.907874 valid_1's binary_logloss: 0.317781
[47] valid_0's auc: 0.924774 valid_0's binary_logloss: 0.296431 valid_1's auc: 0.907865 valid_1's binary_logloss: 0.317707
[48] valid_0's auc: 0.925146 valid_0's binary_logloss: 0.295696 valid_1's auc: 0.907926 valid_1's binary_logloss: 0.31754
[49] valid_0's auc: 0.925516 valid_0's binary_logloss: 0.294958 valid_1's auc: 0.907873 valid_1's binary_logloss: 0.317542
[50] valid_0's auc: 0.925986 valid_0's binary_logloss: 0.294127 valid_1's auc: 0.907885 valid_1's binary_logloss: 0.317515
[51] valid_0's auc: 0.926312 valid_0's binary_logloss: 0.293523 valid_1's auc: 0.9079 valid_1's binary_logloss: 0.317471
[52] valid_0's auc: 0.926741 valid_0's binary_logloss: 0.292742 valid_1's auc: 0.907799 valid_1's binary_logloss: 0.31751
[53] valid_0's auc: 0.927092 valid_0's binary_logloss: 0.292078 valid_1's auc: 0.907732 valid_1's binary_logloss: 0.317638
[54] valid_0's auc: 0.92744 valid_0's binary_logloss: 0.291451 valid_1's auc: 0.90771 valid_1's binary_logloss: 0.317642
[55] valid_0's auc: 0.927765 valid_0's binary_logloss: 0.290866 valid_1's auc: 0.907679 valid_1's binary_logloss: 0.317705
[56] valid_0's auc: 0.928254 valid_0's binary_logloss: 0.289972 valid_1's auc: 0.907724 valid_1's binary_logloss: 0.31762
[57] valid_0's auc: 0.928572 valid_0's binary_logloss: 0.289325 valid_1's auc: 0.907624 valid_1's binary_logloss: 0.317749
[58] valid_0's auc: 0.928965 valid_0's binary_logloss: 0.288633 valid_1's auc: 0.907519 valid_1's binary_logloss: 0.317919
[59] valid_0's auc: 0.929368 valid_0's binary_logloss: 0.287956 valid_1's auc: 0.907475 valid_1's binary_logloss: 0.318008
[60] valid_0's auc: 0.929704 valid_0's binary_logloss: 0.287329 valid_1's auc: 0.907505 valid_1's binary_logloss: 0.317828
[61] valid_0's auc: 0.930026 valid_0's binary_logloss: 0.286738 valid_1's auc: 0.907415 valid_1's binary_logloss: 0.317995
[62] valid_0's auc: 0.930409 valid_0's binary_logloss: 0.286062 valid_1's auc: 0.907505 valid_1's binary_logloss: 0.317841
[63] valid_0's auc: 0.930686 valid_0's binary_logloss: 0.285488 valid_1's auc: 0.907377 valid_1's binary_logloss: 0.318049
[64] valid_0's auc: 0.931059 valid_0's binary_logloss: 0.284877 valid_1's auc: 0.907311 valid_1's binary_logloss: 0.318123
[65] valid_0's auc: 0.931373 valid_0's binary_logloss: 0.284345 valid_1's auc: 0.907205 valid_1's binary_logloss: 0.318273
[66] valid_0's auc: 0.93178 valid_0's binary_logloss: 0.283652 valid_1's auc: 0.90714 valid_1's binary_logloss: 0.318418
[67] valid_0's auc: 0.932046 valid_0's binary_logloss: 0.283191 valid_1's auc: 0.907119 valid_1's binary_logloss: 0.318417
[68] valid_0's auc: 0.93229 valid_0's binary_logloss: 0.282725 valid_1's auc: 0.907069 valid_1's binary_logloss: 0.318517
[69] valid_0's auc: 0.932661 valid_0's binary_logloss: 0.282121 valid_1's auc: 0.906982 valid_1's binary_logloss: 0.318625
[70] valid_0's auc: 0.932897 valid_0's binary_logloss: 0.28165 valid_1's auc: 0.906921 valid_1's binary_logloss: 0.318681
[71] valid_0's auc: 0.933215 valid_0's binary_logloss: 0.281043 valid_1's auc: 0.906813 valid_1's binary_logloss: 0.318939
[72] valid_0's auc: 0.933442 valid_0's binary_logloss: 0.280642 valid_1's auc: 0.906759 valid_1's binary_logloss: 0.319031
[73] valid_0's auc: 0.933735 valid_0's binary_logloss: 0.280128 valid_1's auc: 0.906549 valid_1's binary_logloss: 0.319396
[74] valid_0's auc: 0.934121 valid_0's binary_logloss: 0.279416 valid_1's auc: 0.90652 valid_1's binary_logloss: 0.319441
[75] valid_0's auc: 0.934286 valid_0's binary_logloss: 0.279035 valid_1's auc: 0.906406 valid_1's binary_logloss: 0.319626
[76] valid_0's auc: 0.934571 valid_0's binary_logloss: 0.278551 valid_1's auc: 0.906384 valid_1's binary_logloss: 0.319644
[77] valid_0's auc: 0.934872 valid_0's binary_logloss: 0.278005 valid_1's auc: 0.906309 valid_1's binary_logloss: 0.31982
[78] valid_0's auc: 0.935121 valid_0's binary_logloss: 0.277536 valid_1's auc: 0.906198 valid_1's binary_logloss: 0.319929
[79] valid_0's auc: 0.935425 valid_0's binary_logloss: 0.27698 valid_1's auc: 0.906197 valid_1's binary_logloss: 0.319938
[80] valid_0's auc: 0.935736 valid_0's binary_logloss: 0.27644 valid_1's auc: 0.906125 valid_1's binary_logloss: 0.320044
[81] valid_0's auc: 0.935994 valid_0's binary_logloss: 0.275992 valid_1's auc: 0.906202 valid_1's binary_logloss: 0.319931
[82] valid_0's auc: 0.936332 valid_0's binary_logloss: 0.275423 valid_1's auc: 0.906158 valid_1's binary_logloss: 0.32006
[83] valid_0's auc: 0.93661 valid_0's binary_logloss: 0.274908 valid_1's auc: 0.906093 valid_1's binary_logloss: 0.320157
[84] valid_0's auc: 0.936918 valid_0's binary_logloss: 0.274391 valid_1's auc: 0.906084 valid_1's binary_logloss: 0.32019
[85] valid_0's auc: 0.937157 valid_0's binary_logloss: 0.273987 valid_1's auc: 0.906027 valid_1's binary_logloss: 0.320301
[86] valid_0's auc: 0.937427 valid_0's binary_logloss: 0.273487 valid_1's auc: 0.905973 valid_1's binary_logloss: 0.320477
[87] valid_0's auc: 0.937686 valid_0's binary_logloss: 0.273034 valid_1's auc: 0.905895 valid_1's binary_logloss: 0.320618
[88] valid_0's auc: 0.937927 valid_0's binary_logloss: 0.272593 valid_1's auc: 0.905753 valid_1's binary_logloss: 0.320851
[89] valid_0's auc: 0.938121 valid_0's binary_logloss: 0.272211 valid_1's auc: 0.9058 valid_1's binary_logloss: 0.32079
[90] valid_0's auc: 0.938374 valid_0's binary_logloss: 0.271677 valid_1's auc: 0.905795 valid_1's binary_logloss: 0.320808
[91] valid_0's auc: 0.938642 valid_0's binary_logloss: 0.271239 valid_1's auc: 0.905674 valid_1's binary_logloss: 0.320997
[92] valid_0's auc: 0.938869 valid_0's binary_logloss: 0.270838 valid_1's auc: 0.905626 valid_1's binary_logloss: 0.321081
[93] valid_0's auc: 0.939017 valid_0's binary_logloss: 0.27051 valid_1's auc: 0.90555 valid_1's binary_logloss: 0.321254
[94] valid_0's auc: 0.939224 valid_0's binary_logloss: 0.270118 valid_1's auc: 0.905512 valid_1's binary_logloss: 0.321339
[95] valid_0's auc: 0.939487 valid_0's binary_logloss: 0.269626 valid_1's auc: 0.905456 valid_1's binary_logloss: 0.321446
[96] valid_0's auc: 0.939772 valid_0's binary_logloss: 0.269136 valid_1's auc: 0.905287 valid_1's binary_logloss: 0.321739
[97] valid_0's auc: 0.940057 valid_0's binary_logloss: 0.268626 valid_1's auc: 0.905276 valid_1's binary_logloss: 0.32172
[98] valid_0's auc: 0.940303 valid_0's binary_logloss: 0.268187 valid_1's auc: 0.905272 valid_1's binary_logloss: 0.321755
[99] valid_0's auc: 0.940646 valid_0's binary_logloss: 0.267627 valid_1's auc: 0.905326 valid_1's binary_logloss: 0.321717
[100] valid_0's auc: 0.940866 valid_0's binary_logloss: 0.267178 valid_1's auc: 0.905387 valid_1's binary_logloss: 0.321552
[101] valid_0's auc: 0.94118 valid_0's binary_logloss: 0.266647 valid_1's auc: 0.905366 valid_1's binary_logloss: 0.321575
[102] valid_0's auc: 0.941385 valid_0's binary_logloss: 0.266276 valid_1's auc: 0.905295 valid_1's binary_logloss: 0.321719
[103] valid_0's auc: 0.941591 valid_0's binary_logloss: 0.265882 valid_1's auc: 0.905334 valid_1's binary_logloss: 0.32166
[104] valid_0's auc: 0.941799 valid_0's binary_logloss: 0.265525 valid_1's auc: 0.905273 valid_1's binary_logloss: 0.321774
[105] valid_0's auc: 0.941984 valid_0's binary_logloss: 0.265135 valid_1's auc: 0.905316 valid_1's binary_logloss: 0.321763
[106] valid_0's auc: 0.942268 valid_0's binary_logloss: 0.26461 valid_1's auc: 0.905197 valid_1's binary_logloss: 0.321978
[107] valid_0's auc: 0.942423 valid_0's binary_logloss: 0.264314 valid_1's auc: 0.905196 valid_1's binary_logloss: 0.322006
[108] valid_0's auc: 0.942738 valid_0's binary_logloss: 0.263759 valid_1's auc: 0.905116 valid_1's binary_logloss: 0.322149
[109] valid_0's auc: 0.942986 valid_0's binary_logloss: 0.263324 valid_1's auc: 0.905093 valid_1's binary_logloss: 0.322222
[110] valid_0's auc: 0.94321 valid_0's binary_logloss: 0.262951 valid_1's auc: 0.905121 valid_1's binary_logloss: 0.322178
[111] valid_0's auc: 0.943496 valid_0's binary_logloss: 0.262434 valid_1's auc: 0.905101 valid_1's binary_logloss: 0.322251
[112] valid_0's auc: 0.943833 valid_0's binary_logloss: 0.261863 valid_1's auc: 0.904996 valid_1's binary_logloss: 0.322391
[113] valid_0's auc: 0.944024 valid_0's binary_logloss: 0.261477 valid_1's auc: 0.905072 valid_1's binary_logloss: 0.322374
[114] valid_0's auc: 0.944213 valid_0's binary_logloss: 0.261103 valid_1's auc: 0.905104 valid_1's binary_logloss: 0.322346
[115] valid_0's auc: 0.944441 valid_0's binary_logloss: 0.260692 valid_1's auc: 0.904965 valid_1's binary_logloss: 0.322578
[116] valid_0's auc: 0.944635 valid_0's binary_logloss: 0.260368 valid_1's auc: 0.904897 valid_1's binary_logloss: 0.322684
[117] valid_0's auc: 0.944822 valid_0's binary_logloss: 0.260024 valid_1's auc: 0.904693 valid_1's binary_logloss: 0.32304
[118] valid_0's auc: 0.94511 valid_0's binary_logloss: 0.259545 valid_1's auc: 0.904656 valid_1's binary_logloss: 0.323144
[119] valid_0's auc: 0.945296 valid_0's binary_logloss: 0.259149 valid_1's auc: 0.904637 valid_1's binary_logloss: 0.323225
[120] valid_0's auc: 0.945504 valid_0's binary_logloss: 0.258721 valid_1's auc: 0.904586 valid_1's binary_logloss: 0.323283
[121] valid_0's auc: 0.945664 valid_0's binary_logloss: 0.258406 valid_1's auc: 0.90457 valid_1's binary_logloss: 0.323327
[122] valid_0's auc: 0.945844 valid_0's binary_logloss: 0.258001 valid_1's auc: 0.904595 valid_1's binary_logloss: 0.323297
[123] valid_0's auc: 0.946026 valid_0's binary_logloss: 0.257642 valid_1's auc: 0.90448 valid_1's binary_logloss: 0.323506
[124] valid_0's auc: 0.946178 valid_0's binary_logloss: 0.257327 valid_1's auc: 0.904384 valid_1's binary_logloss: 0.323677
[125] valid_0's auc: 0.946454 valid_0's binary_logloss: 0.256798 valid_1's auc: 0.904343 valid_1's binary_logloss: 0.32372
[126] valid_0's auc: 0.946645 valid_0's binary_logloss: 0.256452 valid_1's auc: 0.904353 valid_1's binary_logloss: 0.323738
[127] valid_0's auc: 0.946915 valid_0's binary_logloss: 0.25596 valid_1's auc: 0.904306 valid_1's binary_logloss: 0.323896
[128] valid_0's auc: 0.947109 valid_0's binary_logloss: 0.255575 valid_1's auc: 0.904257 valid_1's binary_logloss: 0.324053
[129] valid_0's auc: 0.947273 valid_0's binary_logloss: 0.255248 valid_1's auc: 0.90423 valid_1's binary_logloss: 0.324141
[130] valid_0's auc: 0.947437 valid_0's binary_logloss: 0.25488 valid_1's auc: 0.90411 valid_1's binary_logloss: 0.324374
[131] valid_0's auc: 0.947704 valid_0's binary_logloss: 0.254389 valid_1's auc: 0.904066 valid_1's binary_logloss: 0.324481
[132] valid_0's auc: 0.947846 valid_0's binary_logloss: 0.254059 valid_1's auc: 0.904112 valid_1's binary_logloss: 0.324459
[133] valid_0's auc: 0.947957 valid_0's binary_logloss: 0.253808 valid_1's auc: 0.904132 valid_1's binary_logloss: 0.324486
[134] valid_0's auc: 0.948119 valid_0's binary_logloss: 0.253478 valid_1's auc: 0.904051 valid_1's binary_logloss: 0.324637
[135] valid_0's auc: 0.948283 valid_0's binary_logloss: 0.253139 valid_1's auc: 0.904051 valid_1's binary_logloss: 0.324667
[136] valid_0's auc: 0.948502 valid_0's binary_logloss: 0.252718 valid_1's auc: 0.903951 valid_1's binary_logloss: 0.324845
[137] valid_0's auc: 0.948681 valid_0's binary_logloss: 0.252377 valid_1's auc: 0.904 valid_1's binary_logloss: 0.324791
Early stopping, best iteration is:
[37] valid_0's auc: 0.920348 valid_0's binary_logloss: 0.305579 valid_1's auc: 0.908015 valid_1's binary_logloss: 0.318737
[1] valid_0's auc: 0.889368 valid_0's binary_logloss: 0.516586 valid_1's auc: 0.894755 valid_1's binary_logloss: 0.507927
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.892369 valid_0's binary_logloss: 0.487665 valid_1's auc: 0.897729 valid_1's binary_logloss: 0.478425
[3] valid_0's auc: 0.892766 valid_0's binary_logloss: 0.46459 valid_1's auc: 0.8987 valid_1's binary_logloss: 0.454891
[4] valid_0's auc: 0.894658 valid_0's binary_logloss: 0.445432 valid_1's auc: 0.899309 valid_1's binary_logloss: 0.435927
[5] valid_0's auc: 0.897216 valid_0's binary_logloss: 0.429343 valid_1's auc: 0.901673 valid_1's binary_logloss: 0.420055
[6] valid_0's auc: 0.898836 valid_0's binary_logloss: 0.415681 valid_1's auc: 0.902175 valid_1's binary_logloss: 0.40664
[7] valid_0's auc: 0.900089 valid_0's binary_logloss: 0.403962 valid_1's auc: 0.903133 valid_1's binary_logloss: 0.394925
[8] valid_0's auc: 0.900532 valid_0's binary_logloss: 0.393959 valid_1's auc: 0.903189 valid_1's binary_logloss: 0.38526
[9] valid_0's auc: 0.90162 valid_0's binary_logloss: 0.385233 valid_1's auc: 0.903527 valid_1's binary_logloss: 0.376973
[10] valid_0's auc: 0.902597 valid_0's binary_logloss: 0.377488 valid_1's auc: 0.904084 valid_1's binary_logloss: 0.369513
[11] valid_0's auc: 0.903448 valid_0's binary_logloss: 0.370593 valid_1's auc: 0.904405 valid_1's binary_logloss: 0.363339
[12] valid_0's auc: 0.904159 valid_0's binary_logloss: 0.364575 valid_1's auc: 0.904989 valid_1's binary_logloss: 0.357511
[13] valid_0's auc: 0.905188 valid_0's binary_logloss: 0.359049 valid_1's auc: 0.90489 valid_1's binary_logloss: 0.352976
[14] valid_0's auc: 0.906232 valid_0's binary_logloss: 0.354214 valid_1's auc: 0.905694 valid_1's binary_logloss: 0.348766
[15] valid_0's auc: 0.907064 valid_0's binary_logloss: 0.349752 valid_1's auc: 0.906 valid_1's binary_logloss: 0.345008
[16] valid_0's auc: 0.907672 valid_0's binary_logloss: 0.345873 valid_1's auc: 0.906296 valid_1's binary_logloss: 0.341642
[17] valid_0's auc: 0.908271 valid_0's binary_logloss: 0.342309 valid_1's auc: 0.906356 valid_1's binary_logloss: 0.338823
[18] valid_0's auc: 0.908856 valid_0's binary_logloss: 0.339122 valid_1's auc: 0.906701 valid_1's binary_logloss: 0.336075
[19] valid_0's auc: 0.909543 valid_0's binary_logloss: 0.336192 valid_1's auc: 0.906874 valid_1's binary_logloss: 0.333942
[20] valid_0's auc: 0.910416 valid_0's binary_logloss: 0.333478 valid_1's auc: 0.906872 valid_1's binary_logloss: 0.332148
[21] valid_0's auc: 0.91127 valid_0's binary_logloss: 0.330816 valid_1's auc: 0.907084 valid_1's binary_logloss: 0.330312
[22] valid_0's auc: 0.912058 valid_0's binary_logloss: 0.328411 valid_1's auc: 0.907372 valid_1's binary_logloss: 0.328658
[23] valid_0's auc: 0.912907 valid_0's binary_logloss: 0.326138 valid_1's auc: 0.907641 valid_1's binary_logloss: 0.327096
[24] valid_0's auc: 0.913473 valid_0's binary_logloss: 0.324164 valid_1's auc: 0.907437 valid_1's binary_logloss: 0.326288
[25] valid_0's auc: 0.914108 valid_0's binary_logloss: 0.322166 valid_1's auc: 0.907385 valid_1's binary_logloss: 0.32546
[26] valid_0's auc: 0.914696 valid_0's binary_logloss: 0.320381 valid_1's auc: 0.907403 valid_1's binary_logloss: 0.324472
[27] valid_0's auc: 0.915158 valid_0's binary_logloss: 0.318795 valid_1's auc: 0.907522 valid_1's binary_logloss: 0.32357
[28] valid_0's auc: 0.91573 valid_0's binary_logloss: 0.317165 valid_1's auc: 0.907544 valid_1's binary_logloss: 0.322983
[29] valid_0's auc: 0.916189 valid_0's binary_logloss: 0.315738 valid_1's auc: 0.907519 valid_1's binary_logloss: 0.322455
[30] valid_0's auc: 0.916727 valid_0's binary_logloss: 0.314301 valid_1's auc: 0.907422 valid_1's binary_logloss: 0.321875
[31] valid_0's auc: 0.917217 valid_0's binary_logloss: 0.312989 valid_1's auc: 0.907551 valid_1's binary_logloss: 0.32122
[32] valid_0's auc: 0.917797 valid_0's binary_logloss: 0.311606 valid_1's auc: 0.90759 valid_1's binary_logloss: 0.320726
[33] valid_0's auc: 0.918274 valid_0's binary_logloss: 0.310392 valid_1's auc: 0.907869 valid_1's binary_logloss: 0.320007
[34] valid_0's auc: 0.918693 valid_0's binary_logloss: 0.309224 valid_1's auc: 0.907681 valid_1's binary_logloss: 0.319938
[35] valid_0's auc: 0.919148 valid_0's binary_logloss: 0.308196 valid_1's auc: 0.907676 valid_1's binary_logloss: 0.319657
[36] valid_0's auc: 0.919629 valid_0's binary_logloss: 0.307029 valid_1's auc: 0.90778 valid_1's binary_logloss: 0.319287
[37] valid_0's auc: 0.920158 valid_0's binary_logloss: 0.305835 valid_1's auc: 0.908025 valid_1's binary_logloss: 0.318715
[38] valid_0's auc: 0.920674 valid_0's binary_logloss: 0.304723 valid_1's auc: 0.907765 valid_1's binary_logloss: 0.318922
[39] valid_0's auc: 0.921239 valid_0's binary_logloss: 0.303593 valid_1's auc: 0.907878 valid_1's binary_logloss: 0.318525
[40] valid_0's auc: 0.921706 valid_0's binary_logloss: 0.302626 valid_1's auc: 0.907802 valid_1's binary_logloss: 0.318457
[41] valid_0's auc: 0.922045 valid_0's binary_logloss: 0.301855 valid_1's auc: 0.907764 valid_1's binary_logloss: 0.318334
[42] valid_0's auc: 0.922468 valid_0's binary_logloss: 0.300998 valid_1's auc: 0.907744 valid_1's binary_logloss: 0.318211
[43] valid_0's auc: 0.922945 valid_0's binary_logloss: 0.300015 valid_1's auc: 0.90774 valid_1's binary_logloss: 0.318093
[44] valid_0's auc: 0.923477 valid_0's binary_logloss: 0.299056 valid_1's auc: 0.907786 valid_1's binary_logloss: 0.317972
[45] valid_0's auc: 0.923964 valid_0's binary_logloss: 0.298128 valid_1's auc: 0.907558 valid_1's binary_logloss: 0.318191
[46] valid_0's auc: 0.924329 valid_0's binary_logloss: 0.297415 valid_1's auc: 0.907528 valid_1's binary_logloss: 0.318185
[47] valid_0's auc: 0.924714 valid_0's binary_logloss: 0.296685 valid_1's auc: 0.907595 valid_1's binary_logloss: 0.318006
[48] valid_0's auc: 0.925165 valid_0's binary_logloss: 0.295875 valid_1's auc: 0.907453 valid_1's binary_logloss: 0.31824
[49] valid_0's auc: 0.925591 valid_0's binary_logloss: 0.295065 valid_1's auc: 0.907508 valid_1's binary_logloss: 0.318089
[50] valid_0's auc: 0.926003 valid_0's binary_logloss: 0.294311 valid_1's auc: 0.90743 valid_1's binary_logloss: 0.318114
[51] valid_0's auc: 0.926309 valid_0's binary_logloss: 0.293756 valid_1's auc: 0.907375 valid_1's binary_logloss: 0.318176
[52] valid_0's auc: 0.926581 valid_0's binary_logloss: 0.293181 valid_1's auc: 0.907285 valid_1's binary_logloss: 0.318236
[53] valid_0's auc: 0.926944 valid_0's binary_logloss: 0.292552 valid_1's auc: 0.907206 valid_1's binary_logloss: 0.318333
[54] valid_0's auc: 0.927379 valid_0's binary_logloss: 0.291721 valid_1's auc: 0.907175 valid_1's binary_logloss: 0.31834
[55] valid_0's auc: 0.92778 valid_0's binary_logloss: 0.290938 valid_1's auc: 0.907188 valid_1's binary_logloss: 0.318328
[56] valid_0's auc: 0.928268 valid_0's binary_logloss: 0.290128 valid_1's auc: 0.907274 valid_1's binary_logloss: 0.318221
[57] valid_0's auc: 0.928602 valid_0's binary_logloss: 0.289473 valid_1's auc: 0.90711 valid_1's binary_logloss: 0.318429
[58] valid_0's auc: 0.928945 valid_0's binary_logloss: 0.288826 valid_1's auc: 0.907094 valid_1's binary_logloss: 0.318435
[59] valid_0's auc: 0.929299 valid_0's binary_logloss: 0.288133 valid_1's auc: 0.907018 valid_1's binary_logloss: 0.31856
[60] valid_0's auc: 0.929594 valid_0's binary_logloss: 0.287577 valid_1's auc: 0.906921 valid_1's binary_logloss: 0.318777
[61] valid_0's auc: 0.929936 valid_0's binary_logloss: 0.286981 valid_1's auc: 0.906934 valid_1's binary_logloss: 0.318758
[62] valid_0's auc: 0.930341 valid_0's binary_logloss: 0.286294 valid_1's auc: 0.906959 valid_1's binary_logloss: 0.318671
[63] valid_0's auc: 0.930701 valid_0's binary_logloss: 0.28571 valid_1's auc: 0.906845 valid_1's binary_logloss: 0.318827
[64] valid_0's auc: 0.931027 valid_0's binary_logloss: 0.285194 valid_1's auc: 0.907008 valid_1's binary_logloss: 0.318618
[65] valid_0's auc: 0.93137 valid_0's binary_logloss: 0.284569 valid_1's auc: 0.906978 valid_1's binary_logloss: 0.318649
[66] valid_0's auc: 0.93171 valid_0's binary_logloss: 0.28403 valid_1's auc: 0.906917 valid_1's binary_logloss: 0.318746
[67] valid_0's auc: 0.93215 valid_0's binary_logloss: 0.283252 valid_1's auc: 0.906974 valid_1's binary_logloss: 0.318687
[68] valid_0's auc: 0.932576 valid_0's binary_logloss: 0.282564 valid_1's auc: 0.907068 valid_1's binary_logloss: 0.31854
[69] valid_0's auc: 0.932778 valid_0's binary_logloss: 0.282152 valid_1's auc: 0.906998 valid_1's binary_logloss: 0.318608
[70] valid_0's auc: 0.933085 valid_0's binary_logloss: 0.281627 valid_1's auc: 0.906933 valid_1's binary_logloss: 0.318669
[71] valid_0's auc: 0.933325 valid_0's binary_logloss: 0.281227 valid_1's auc: 0.906884 valid_1's binary_logloss: 0.318785
[72] valid_0's auc: 0.933634 valid_0's binary_logloss: 0.280704 valid_1's auc: 0.906882 valid_1's binary_logloss: 0.318808
[73] valid_0's auc: 0.933952 valid_0's binary_logloss: 0.280094 valid_1's auc: 0.906972 valid_1's binary_logloss: 0.318713
[74] valid_0's auc: 0.934222 valid_0's binary_logloss: 0.279644 valid_1's auc: 0.906952 valid_1's binary_logloss: 0.318799
[75] valid_0's auc: 0.934557 valid_0's binary_logloss: 0.279044 valid_1's auc: 0.906985 valid_1's binary_logloss: 0.318774
[76] valid_0's auc: 0.934883 valid_0's binary_logloss: 0.278441 valid_1's auc: 0.906946 valid_1's binary_logloss: 0.318828
[77] valid_0's auc: 0.935142 valid_0's binary_logloss: 0.277971 valid_1's auc: 0.906915 valid_1's binary_logloss: 0.318898
[78] valid_0's auc: 0.93547 valid_0's binary_logloss: 0.277388 valid_1's auc: 0.906852 valid_1's binary_logloss: 0.319009
[79] valid_0's auc: 0.935717 valid_0's binary_logloss: 0.276937 valid_1's auc: 0.906777 valid_1's binary_logloss: 0.31913
[80] valid_0's auc: 0.936009 valid_0's binary_logloss: 0.27644 valid_1's auc: 0.906808 valid_1's binary_logloss: 0.319077
[81] valid_0's auc: 0.936198 valid_0's binary_logloss: 0.275991 valid_1's auc: 0.906768 valid_1's binary_logloss: 0.319142
[82] valid_0's auc: 0.936431 valid_0's binary_logloss: 0.275586 valid_1's auc: 0.90674 valid_1's binary_logloss: 0.319203
[83] valid_0's auc: 0.936679 valid_0's binary_logloss: 0.275138 valid_1's auc: 0.906844 valid_1's binary_logloss: 0.319048
[84] valid_0's auc: 0.936859 valid_0's binary_logloss: 0.274783 valid_1's auc: 0.90679 valid_1's binary_logloss: 0.319184
[85] valid_0's auc: 0.937212 valid_0's binary_logloss: 0.274225 valid_1's auc: 0.906784 valid_1's binary_logloss: 0.319198
[86] valid_0's auc: 0.937396 valid_0's binary_logloss: 0.273909 valid_1's auc: 0.906694 valid_1's binary_logloss: 0.319329
[87] valid_0's auc: 0.937538 valid_0's binary_logloss: 0.273597 valid_1's auc: 0.906589 valid_1's binary_logloss: 0.319518
[88] valid_0's auc: 0.937806 valid_0's binary_logloss: 0.273111 valid_1's auc: 0.906486 valid_1's binary_logloss: 0.319743
[89] valid_0's auc: 0.938039 valid_0's binary_logloss: 0.272705 valid_1's auc: 0.906481 valid_1's binary_logloss: 0.319789
[90] valid_0's auc: 0.938327 valid_0's binary_logloss: 0.272167 valid_1's auc: 0.906613 valid_1's binary_logloss: 0.319544
[91] valid_0's auc: 0.938599 valid_0's binary_logloss: 0.271706 valid_1's auc: 0.906555 valid_1's binary_logloss: 0.319683
[92] valid_0's auc: 0.938844 valid_0's binary_logloss: 0.271234 valid_1's auc: 0.90654 valid_1's binary_logloss: 0.319728
[93] valid_0's auc: 0.939121 valid_0's binary_logloss: 0.270696 valid_1's auc: 0.906492 valid_1's binary_logloss: 0.319837
[94] valid_0's auc: 0.939311 valid_0's binary_logloss: 0.270377 valid_1's auc: 0.906368 valid_1's binary_logloss: 0.320008
[95] valid_0's auc: 0.939657 valid_0's binary_logloss: 0.26978 valid_1's auc: 0.906359 valid_1's binary_logloss: 0.320036
[96] valid_0's auc: 0.939933 valid_0's binary_logloss: 0.269328 valid_1's auc: 0.906318 valid_1's binary_logloss: 0.320097
[97] valid_0's auc: 0.940166 valid_0's binary_logloss: 0.268916 valid_1's auc: 0.906173 valid_1's binary_logloss: 0.320362
[98] valid_0's auc: 0.940413 valid_0's binary_logloss: 0.268496 valid_1's auc: 0.906144 valid_1's binary_logloss: 0.32044
[99] valid_0's auc: 0.940628 valid_0's binary_logloss: 0.268094 valid_1's auc: 0.906022 valid_1's binary_logloss: 0.320614
[100] valid_0's auc: 0.94077 valid_0's binary_logloss: 0.267774 valid_1's auc: 0.905922 valid_1's binary_logloss: 0.320727
[101] valid_0's auc: 0.94096 valid_0's binary_logloss: 0.267447 valid_1's auc: 0.90588 valid_1's binary_logloss: 0.320857
[102] valid_0's auc: 0.941258 valid_0's binary_logloss: 0.266905 valid_1's auc: 0.90597 valid_1's binary_logloss: 0.320784
[103] valid_0's auc: 0.941404 valid_0's binary_logloss: 0.266627 valid_1's auc: 0.90585 valid_1's binary_logloss: 0.320962
[104] valid_0's auc: 0.94156 valid_0's binary_logloss: 0.26628 valid_1's auc: 0.905887 valid_1's binary_logloss: 0.320925
[105] valid_0's auc: 0.941895 valid_0's binary_logloss: 0.265711 valid_1's auc: 0.905826 valid_1's binary_logloss: 0.321047
[106] valid_0's auc: 0.94212 valid_0's binary_logloss: 0.265292 valid_1's auc: 0.905776 valid_1's binary_logloss: 0.321147
[107] valid_0's auc: 0.942351 valid_0's binary_logloss: 0.264829 valid_1's auc: 0.90572 valid_1's binary_logloss: 0.321204
[108] valid_0's auc: 0.942527 valid_0's binary_logloss: 0.264476 valid_1's auc: 0.905697 valid_1's binary_logloss: 0.32131
[109] valid_0's auc: 0.94265 valid_0's binary_logloss: 0.264188 valid_1's auc: 0.905669 valid_1's binary_logloss: 0.321424
[110] valid_0's auc: 0.942938 valid_0's binary_logloss: 0.263728 valid_1's auc: 0.905559 valid_1's binary_logloss: 0.32161
[111] valid_0's auc: 0.943184 valid_0's binary_logloss: 0.263289 valid_1's auc: 0.905523 valid_1's binary_logloss: 0.321687
[112] valid_0's auc: 0.943352 valid_0's binary_logloss: 0.262989 valid_1's auc: 0.905508 valid_1's binary_logloss: 0.321697
[113] valid_0's auc: 0.943656 valid_0's binary_logloss: 0.262433 valid_1's auc: 0.905432 valid_1's binary_logloss: 0.321894
[114] valid_0's auc: 0.943874 valid_0's binary_logloss: 0.26202 valid_1's auc: 0.905393 valid_1's binary_logloss: 0.321994
[115] valid_0's auc: 0.944119 valid_0's binary_logloss: 0.261566 valid_1's auc: 0.905339 valid_1's binary_logloss: 0.322064
[116] valid_0's auc: 0.944369 valid_0's binary_logloss: 0.261098 valid_1's auc: 0.90529 valid_1's binary_logloss: 0.322207
[117] valid_0's auc: 0.944572 valid_0's binary_logloss: 0.260704 valid_1's auc: 0.905309 valid_1's binary_logloss: 0.322161
[118] valid_0's auc: 0.944924 valid_0's binary_logloss: 0.260097 valid_1's auc: 0.905288 valid_1's binary_logloss: 0.322143
[119] valid_0's auc: 0.945099 valid_0's binary_logloss: 0.259768 valid_1's auc: 0.90523 valid_1's binary_logloss: 0.322276
[120] valid_0's auc: 0.945306 valid_0's binary_logloss: 0.259357 valid_1's auc: 0.905203 valid_1's binary_logloss: 0.322354
[121] valid_0's auc: 0.945487 valid_0's binary_logloss: 0.25896 valid_1's auc: 0.905123 valid_1's binary_logloss: 0.32252
[122] valid_0's auc: 0.945649 valid_0's binary_logloss: 0.258639 valid_1's auc: 0.905076 valid_1's binary_logloss: 0.322578
[123] valid_0's auc: 0.945922 valid_0's binary_logloss: 0.258143 valid_1's auc: 0.904989 valid_1's binary_logloss: 0.322731
[124] valid_0's auc: 0.946047 valid_0's binary_logloss: 0.257895 valid_1's auc: 0.904859 valid_1's binary_logloss: 0.32298
[125] valid_0's auc: 0.946249 valid_0's binary_logloss: 0.25751 valid_1's auc: 0.904847 valid_1's binary_logloss: 0.323002
[126] valid_0's auc: 0.946452 valid_0's binary_logloss: 0.257121 valid_1's auc: 0.904875 valid_1's binary_logloss: 0.323026
[127] valid_0's auc: 0.94668 valid_0's binary_logloss: 0.256726 valid_1's auc: 0.904895 valid_1's binary_logloss: 0.32304
[128] valid_0's auc: 0.946935 valid_0's binary_logloss: 0.256281 valid_1's auc: 0.904816 valid_1's binary_logloss: 0.323196
[129] valid_0's auc: 0.947147 valid_0's binary_logloss: 0.2559 valid_1's auc: 0.904844 valid_1's binary_logloss: 0.32313
[130] valid_0's auc: 0.94747 valid_0's binary_logloss: 0.255357 valid_1's auc: 0.904834 valid_1's binary_logloss: 0.323239
[131] valid_0's auc: 0.947605 valid_0's binary_logloss: 0.255058 valid_1's auc: 0.904737 valid_1's binary_logloss: 0.323445
[132] valid_0's auc: 0.947859 valid_0's binary_logloss: 0.254552 valid_1's auc: 0.904659 valid_1's binary_logloss: 0.323639
[133] valid_0's auc: 0.948036 valid_0's binary_logloss: 0.254216 valid_1's auc: 0.904707 valid_1's binary_logloss: 0.323537
[134] valid_0's auc: 0.948191 valid_0's binary_logloss: 0.253896 valid_1's auc: 0.904633 valid_1's binary_logloss: 0.323696
[135] valid_0's auc: 0.948351 valid_0's binary_logloss: 0.253571 valid_1's auc: 0.904561 valid_1's binary_logloss: 0.323838
[136] valid_0's auc: 0.948467 valid_0's binary_logloss: 0.253313 valid_1's auc: 0.904481 valid_1's binary_logloss: 0.323974
[137] valid_0's auc: 0.948648 valid_0's binary_logloss: 0.252992 valid_1's auc: 0.904473 valid_1's binary_logloss: 0.324006
Early stopping, best iteration is:
[37] valid_0's auc: 0.920158 valid_0's binary_logloss: 0.305835 valid_1's auc: 0.908025 valid_1's binary_logloss: 0.318715
[1] valid_0's auc: 0.888568 valid_0's binary_logloss: 0.517232 valid_1's auc: 0.893169 valid_1's binary_logloss: 0.508727
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.893525 valid_0's binary_logloss: 0.48805 valid_1's auc: 0.898612 valid_1's binary_logloss: 0.479079
[3] valid_0's auc: 0.895098 valid_0's binary_logloss: 0.465044 valid_1's auc: 0.899666 valid_1's binary_logloss: 0.45542
[4] valid_0's auc: 0.897204 valid_0's binary_logloss: 0.445626 valid_1's auc: 0.9009 valid_1's binary_logloss: 0.436065
[5] valid_0's auc: 0.898082 valid_0's binary_logloss: 0.429582 valid_1's auc: 0.901179 valid_1's binary_logloss: 0.420084
[6] valid_0's auc: 0.899115 valid_0's binary_logloss: 0.416064 valid_1's auc: 0.902064 valid_1's binary_logloss: 0.406467
[7] valid_0's auc: 0.900214 valid_0's binary_logloss: 0.404266 valid_1's auc: 0.90418 valid_1's binary_logloss: 0.394517
[8] valid_0's auc: 0.901071 valid_0's binary_logloss: 0.394186 valid_1's auc: 0.904674 valid_1's binary_logloss: 0.384528
[9] valid_0's auc: 0.902053 valid_0's binary_logloss: 0.3852 valid_1's auc: 0.904911 valid_1's binary_logloss: 0.375991
[10] valid_0's auc: 0.902655 valid_0's binary_logloss: 0.377691 valid_1's auc: 0.905876 valid_1's binary_logloss: 0.368542
[11] valid_0's auc: 0.903721 valid_0's binary_logloss: 0.370845 valid_1's auc: 0.906234 valid_1's binary_logloss: 0.36216
[12] valid_0's auc: 0.90431 valid_0's binary_logloss: 0.364817 valid_1's auc: 0.906361 valid_1's binary_logloss: 0.356697
[13] valid_0's auc: 0.904899 valid_0's binary_logloss: 0.359461 valid_1's auc: 0.906267 valid_1's binary_logloss: 0.351973
[14] valid_0's auc: 0.905407 valid_0's binary_logloss: 0.354683 valid_1's auc: 0.906543 valid_1's binary_logloss: 0.347605
[15] valid_0's auc: 0.906465 valid_0's binary_logloss: 0.350386 valid_1's auc: 0.906783 valid_1's binary_logloss: 0.343947
[16] valid_0's auc: 0.90723 valid_0's binary_logloss: 0.34651 valid_1's auc: 0.907065 valid_1's binary_logloss: 0.340617
[17] valid_0's auc: 0.908007 valid_0's binary_logloss: 0.342861 valid_1's auc: 0.907347 valid_1's binary_logloss: 0.337651
[18] valid_0's auc: 0.908692 valid_0's binary_logloss: 0.33958 valid_1's auc: 0.907925 valid_1's binary_logloss: 0.334813
[19] valid_0's auc: 0.909248 valid_0's binary_logloss: 0.336732 valid_1's auc: 0.908109 valid_1's binary_logloss: 0.33248
[20] valid_0's auc: 0.909698 valid_0's binary_logloss: 0.334193 valid_1's auc: 0.90825 valid_1's binary_logloss: 0.330503
[21] valid_0's auc: 0.91022 valid_0's binary_logloss: 0.331805 valid_1's auc: 0.908195 valid_1's binary_logloss: 0.328873
[22] valid_0's auc: 0.910723 valid_0's binary_logloss: 0.329569 valid_1's auc: 0.908173 valid_1's binary_logloss: 0.327318
[23] valid_0's auc: 0.911334 valid_0's binary_logloss: 0.327545 valid_1's auc: 0.908426 valid_1's binary_logloss: 0.325928
[24] valid_0's auc: 0.91178 valid_0's binary_logloss: 0.325766 valid_1's auc: 0.908637 valid_1's binary_logloss: 0.324527
[25] valid_0's auc: 0.91235 valid_0's binary_logloss: 0.323882 valid_1's auc: 0.908703 valid_1's binary_logloss: 0.323296
[26] valid_0's auc: 0.912875 valid_0's binary_logloss: 0.322191 valid_1's auc: 0.908859 valid_1's binary_logloss: 0.322266
[27] valid_0's auc: 0.913446 valid_0's binary_logloss: 0.320582 valid_1's auc: 0.909157 valid_1's binary_logloss: 0.321188
[28] valid_0's auc: 0.914021 valid_0's binary_logloss: 0.319007 valid_1's auc: 0.909064 valid_1's binary_logloss: 0.32064
[29] valid_0's auc: 0.91453 valid_0's binary_logloss: 0.317563 valid_1's auc: 0.90913 valid_1's binary_logloss: 0.319928
[30] valid_0's auc: 0.914988 valid_0's binary_logloss: 0.316258 valid_1's auc: 0.909158 valid_1's binary_logloss: 0.319377
[31] valid_0's auc: 0.915447 valid_0's binary_logloss: 0.315014 valid_1's auc: 0.909234 valid_1's binary_logloss: 0.318836
[32] valid_0's auc: 0.916004 valid_0's binary_logloss: 0.313704 valid_1's auc: 0.909233 valid_1's binary_logloss: 0.31843
[33] valid_0's auc: 0.916516 valid_0's binary_logloss: 0.312524 valid_1's auc: 0.909308 valid_1's binary_logloss: 0.318038
[34] valid_0's auc: 0.91702 valid_0's binary_logloss: 0.311323 valid_1's auc: 0.909333 valid_1's binary_logloss: 0.317683
[35] valid_0's auc: 0.917566 valid_0's binary_logloss: 0.310179 valid_1's auc: 0.909391 valid_1's binary_logloss: 0.317375
[36] valid_0's auc: 0.918038 valid_0's binary_logloss: 0.309089 valid_1's auc: 0.90942 valid_1's binary_logloss: 0.316991
[37] valid_0's auc: 0.918548 valid_0's binary_logloss: 0.307977 valid_1's auc: 0.909601 valid_1's binary_logloss: 0.316524
[38] valid_0's auc: 0.918885 valid_0's binary_logloss: 0.307146 valid_1's auc: 0.909623 valid_1's binary_logloss: 0.316283
[39] valid_0's auc: 0.919367 valid_0's binary_logloss: 0.306119 valid_1's auc: 0.909652 valid_1's binary_logloss: 0.316007
[40] valid_0's auc: 0.919749 valid_0's binary_logloss: 0.305228 valid_1's auc: 0.909725 valid_1's binary_logloss: 0.315747
[41] valid_0's auc: 0.920216 valid_0's binary_logloss: 0.30429 valid_1's auc: 0.909649 valid_1's binary_logloss: 0.315732
[42] valid_0's auc: 0.920589 valid_0's binary_logloss: 0.303533 valid_1's auc: 0.90952 valid_1's binary_logloss: 0.315782
[43] valid_0's auc: 0.920984 valid_0's binary_logloss: 0.302712 valid_1's auc: 0.909372 valid_1's binary_logloss: 0.315902
[44] valid_0's auc: 0.921338 valid_0's binary_logloss: 0.3019 valid_1's auc: 0.909483 valid_1's binary_logloss: 0.315604
[45] valid_0's auc: 0.921725 valid_0's binary_logloss: 0.301141 valid_1's auc: 0.909425 valid_1's binary_logloss: 0.315596
[46] valid_0's auc: 0.922081 valid_0's binary_logloss: 0.300415 valid_1's auc: 0.90946 valid_1's binary_logloss: 0.315457
[47] valid_0's auc: 0.922412 valid_0's binary_logloss: 0.299754 valid_1's auc: 0.90931 valid_1's binary_logloss: 0.315529
[48] valid_0's auc: 0.922782 valid_0's binary_logloss: 0.299103 valid_1's auc: 0.909121 valid_1's binary_logloss: 0.315671
[49] valid_0's auc: 0.923196 valid_0's binary_logloss: 0.29834 valid_1's auc: 0.909155 valid_1's binary_logloss: 0.31552
[50] valid_0's auc: 0.923549 valid_0's binary_logloss: 0.297628 valid_1's auc: 0.909208 valid_1's binary_logloss: 0.315421
[51] valid_0's auc: 0.923941 valid_0's binary_logloss: 0.296895 valid_1's auc: 0.90913 valid_1's binary_logloss: 0.315448
[52] valid_0's auc: 0.924314 valid_0's binary_logloss: 0.296236 valid_1's auc: 0.908949 valid_1's binary_logloss: 0.315646
[53] valid_0's auc: 0.924737 valid_0's binary_logloss: 0.295473 valid_1's auc: 0.909062 valid_1's binary_logloss: 0.315416
[54] valid_0's auc: 0.925168 valid_0's binary_logloss: 0.294633 valid_1's auc: 0.908931 valid_1's binary_logloss: 0.315562
[55] valid_0's auc: 0.925498 valid_0's binary_logloss: 0.294016 valid_1's auc: 0.908971 valid_1's binary_logloss: 0.315559
[56] valid_0's auc: 0.925901 valid_0's binary_logloss: 0.293289 valid_1's auc: 0.908801 valid_1's binary_logloss: 0.315821
[57] valid_0's auc: 0.92623 valid_0's binary_logloss: 0.292643 valid_1's auc: 0.908779 valid_1's binary_logloss: 0.315833
[58] valid_0's auc: 0.926543 valid_0's binary_logloss: 0.29212 valid_1's auc: 0.90868 valid_1's binary_logloss: 0.315941
[59] valid_0's auc: 0.926888 valid_0's binary_logloss: 0.291566 valid_1's auc: 0.908583 valid_1's binary_logloss: 0.31607
[60] valid_0's auc: 0.927169 valid_0's binary_logloss: 0.291117 valid_1's auc: 0.908554 valid_1's binary_logloss: 0.316048
[61] valid_0's auc: 0.927454 valid_0's binary_logloss: 0.290517 valid_1's auc: 0.908558 valid_1's binary_logloss: 0.316007
[62] valid_0's auc: 0.927686 valid_0's binary_logloss: 0.290063 valid_1's auc: 0.90859 valid_1's binary_logloss: 0.31599
[63] valid_0's auc: 0.928046 valid_0's binary_logloss: 0.289469 valid_1's auc: 0.908388 valid_1's binary_logloss: 0.316305
[64] valid_0's auc: 0.928376 valid_0's binary_logloss: 0.288875 valid_1's auc: 0.90836 valid_1's binary_logloss: 0.316349
[65] valid_0's auc: 0.928633 valid_0's binary_logloss: 0.288338 valid_1's auc: 0.908259 valid_1's binary_logloss: 0.316569
[66] valid_0's auc: 0.928954 valid_0's binary_logloss: 0.287815 valid_1's auc: 0.90832 valid_1's binary_logloss: 0.316501
[67] valid_0's auc: 0.929233 valid_0's binary_logloss: 0.287287 valid_1's auc: 0.908276 valid_1's binary_logloss: 0.31656
[68] valid_0's auc: 0.929571 valid_0's binary_logloss: 0.28666 valid_1's auc: 0.908133 valid_1's binary_logloss: 0.316776
[69] valid_0's auc: 0.929856 valid_0's binary_logloss: 0.286114 valid_1's auc: 0.908088 valid_1's binary_logloss: 0.316866
[70] valid_0's auc: 0.930184 valid_0's binary_logloss: 0.285584 valid_1's auc: 0.90802 valid_1's binary_logloss: 0.316989
[71] valid_0's auc: 0.930529 valid_0's binary_logloss: 0.285011 valid_1's auc: 0.908058 valid_1's binary_logloss: 0.316974
[72] valid_0's auc: 0.930783 valid_0's binary_logloss: 0.284524 valid_1's auc: 0.90794 valid_1's binary_logloss: 0.317187
[73] valid_0's auc: 0.931083 valid_0's binary_logloss: 0.284038 valid_1's auc: 0.907841 valid_1's binary_logloss: 0.317356
[74] valid_0's auc: 0.931406 valid_0's binary_logloss: 0.283502 valid_1's auc: 0.907858 valid_1's binary_logloss: 0.317357
[75] valid_0's auc: 0.931698 valid_0's binary_logloss: 0.282958 valid_1's auc: 0.907775 valid_1's binary_logloss: 0.317616
[76] valid_0's auc: 0.931924 valid_0's binary_logloss: 0.282539 valid_1's auc: 0.907771 valid_1's binary_logloss: 0.317652
[77] valid_0's auc: 0.932272 valid_0's binary_logloss: 0.281918 valid_1's auc: 0.907864 valid_1's binary_logloss: 0.317496
[78] valid_0's auc: 0.932529 valid_0's binary_logloss: 0.281459 valid_1's auc: 0.907837 valid_1's binary_logloss: 0.317524
[79] valid_0's auc: 0.932777 valid_0's binary_logloss: 0.280976 valid_1's auc: 0.907785 valid_1's binary_logloss: 0.317682
[80] valid_0's auc: 0.933025 valid_0's binary_logloss: 0.280538 valid_1's auc: 0.90769 valid_1's binary_logloss: 0.31785
[81] valid_0's auc: 0.933401 valid_0's binary_logloss: 0.27989 valid_1's auc: 0.907718 valid_1's binary_logloss: 0.317857
[82] valid_0's auc: 0.933653 valid_0's binary_logloss: 0.279474 valid_1's auc: 0.907695 valid_1's binary_logloss: 0.317885
[83] valid_0's auc: 0.933921 valid_0's binary_logloss: 0.279015 valid_1's auc: 0.907548 valid_1's binary_logloss: 0.318127
[84] valid_0's auc: 0.934172 valid_0's binary_logloss: 0.278523 valid_1's auc: 0.907451 valid_1's binary_logloss: 0.318307
[85] valid_0's auc: 0.934368 valid_0's binary_logloss: 0.278154 valid_1's auc: 0.907452 valid_1's binary_logloss: 0.318312
[86] valid_0's auc: 0.934622 valid_0's binary_logloss: 0.27768 valid_1's auc: 0.907423 valid_1's binary_logloss: 0.318351
[87] valid_0's auc: 0.93483 valid_0's binary_logloss: 0.277274 valid_1's auc: 0.907422 valid_1's binary_logloss: 0.318387
[88] valid_0's auc: 0.935025 valid_0's binary_logloss: 0.276861 valid_1's auc: 0.907383 valid_1's binary_logloss: 0.318575
[89] valid_0's auc: 0.935292 valid_0's binary_logloss: 0.276402 valid_1's auc: 0.907318 valid_1's binary_logloss: 0.31869
[90] valid_0's auc: 0.935489 valid_0's binary_logloss: 0.276036 valid_1's auc: 0.90726 valid_1's binary_logloss: 0.318867
[91] valid_0's auc: 0.935864 valid_0's binary_logloss: 0.275448 valid_1's auc: 0.907208 valid_1's binary_logloss: 0.318928
[92] valid_0's auc: 0.93618 valid_0's binary_logloss: 0.274905 valid_1's auc: 0.90716 valid_1's binary_logloss: 0.319065
[93] valid_0's auc: 0.936423 valid_0's binary_logloss: 0.274453 valid_1's auc: 0.907044 valid_1's binary_logloss: 0.319289
[94] valid_0's auc: 0.936622 valid_0's binary_logloss: 0.274081 valid_1's auc: 0.907072 valid_1's binary_logloss: 0.319305
[95] valid_0's auc: 0.93684 valid_0's binary_logloss: 0.273698 valid_1's auc: 0.906984 valid_1's binary_logloss: 0.319519
[96] valid_0's auc: 0.937158 valid_0's binary_logloss: 0.273182 valid_1's auc: 0.906961 valid_1's binary_logloss: 0.319533
[97] valid_0's auc: 0.937508 valid_0's binary_logloss: 0.272642 valid_1's auc: 0.907048 valid_1's binary_logloss: 0.319444
[98] valid_0's auc: 0.937766 valid_0's binary_logloss: 0.272201 valid_1's auc: 0.906996 valid_1's binary_logloss: 0.319517
[99] valid_0's auc: 0.938093 valid_0's binary_logloss: 0.27166 valid_1's auc: 0.907079 valid_1's binary_logloss: 0.319328
[100] valid_0's auc: 0.938316 valid_0's binary_logloss: 0.271276 valid_1's auc: 0.907127 valid_1's binary_logloss: 0.319272
[101] valid_0's auc: 0.938685 valid_0's binary_logloss: 0.270675 valid_1's auc: 0.907051 valid_1's binary_logloss: 0.319412
[102] valid_0's auc: 0.938854 valid_0's binary_logloss: 0.270319 valid_1's auc: 0.906996 valid_1's binary_logloss: 0.319541
[103] valid_0's auc: 0.939072 valid_0's binary_logloss: 0.269918 valid_1's auc: 0.907042 valid_1's binary_logloss: 0.319459
[104] valid_0's auc: 0.939259 valid_0's binary_logloss: 0.269535 valid_1's auc: 0.907049 valid_1's binary_logloss: 0.319452
[105] valid_0's auc: 0.9395 valid_0's binary_logloss: 0.269118 valid_1's auc: 0.906985 valid_1's binary_logloss: 0.319529
[106] valid_0's auc: 0.939727 valid_0's binary_logloss: 0.268749 valid_1's auc: 0.906955 valid_1's binary_logloss: 0.319585
[107] valid_0's auc: 0.939951 valid_0's binary_logloss: 0.268335 valid_1's auc: 0.906967 valid_1's binary_logloss: 0.319561
[108] valid_0's auc: 0.940218 valid_0's binary_logloss: 0.267897 valid_1's auc: 0.906929 valid_1's binary_logloss: 0.319586
[109] valid_0's auc: 0.940443 valid_0's binary_logloss: 0.267477 valid_1's auc: 0.906794 valid_1's binary_logloss: 0.319827
[110] valid_0's auc: 0.940665 valid_0's binary_logloss: 0.267096 valid_1's auc: 0.906686 valid_1's binary_logloss: 0.320009
[111] valid_0's auc: 0.940924 valid_0's binary_logloss: 0.266638 valid_1's auc: 0.906588 valid_1's binary_logloss: 0.320188
[112] valid_0's auc: 0.941144 valid_0's binary_logloss: 0.266195 valid_1's auc: 0.906551 valid_1's binary_logloss: 0.320262
[113] valid_0's auc: 0.941297 valid_0's binary_logloss: 0.265856 valid_1's auc: 0.906429 valid_1's binary_logloss: 0.320505
[114] valid_0's auc: 0.941472 valid_0's binary_logloss: 0.265543 valid_1's auc: 0.906324 valid_1's binary_logloss: 0.320688
[115] valid_0's auc: 0.941633 valid_0's binary_logloss: 0.265209 valid_1's auc: 0.906293 valid_1's binary_logloss: 0.320763
[116] valid_0's auc: 0.941829 valid_0's binary_logloss: 0.264854 valid_1's auc: 0.90625 valid_1's binary_logloss: 0.320848
[117] valid_0's auc: 0.942026 valid_0's binary_logloss: 0.264496 valid_1's auc: 0.906236 valid_1's binary_logloss: 0.320909
[118] valid_0's auc: 0.942307 valid_0's binary_logloss: 0.263948 valid_1's auc: 0.906279 valid_1's binary_logloss: 0.320901
[119] valid_0's auc: 0.94248 valid_0's binary_logloss: 0.263622 valid_1's auc: 0.90622 valid_1's binary_logloss: 0.320999
[120] valid_0's auc: 0.942622 valid_0's binary_logloss: 0.263312 valid_1's auc: 0.906155 valid_1's binary_logloss: 0.321122
[121] valid_0's auc: 0.942807 valid_0's binary_logloss: 0.262989 valid_1's auc: 0.906068 valid_1's binary_logloss: 0.321307
[122] valid_0's auc: 0.943073 valid_0's binary_logloss: 0.262508 valid_1's auc: 0.905986 valid_1's binary_logloss: 0.321427
[123] valid_0's auc: 0.943236 valid_0's binary_logloss: 0.262206 valid_1's auc: 0.905848 valid_1's binary_logloss: 0.321715
[124] valid_0's auc: 0.943388 valid_0's binary_logloss: 0.261939 valid_1's auc: 0.905734 valid_1's binary_logloss: 0.321929
[125] valid_0's auc: 0.943552 valid_0's binary_logloss: 0.261623 valid_1's auc: 0.905712 valid_1's binary_logloss: 0.321994
[126] valid_0's auc: 0.943737 valid_0's binary_logloss: 0.261277 valid_1's auc: 0.905733 valid_1's binary_logloss: 0.322007
[127] valid_0's auc: 0.943997 valid_0's binary_logloss: 0.260789 valid_1's auc: 0.90577 valid_1's binary_logloss: 0.321959
[128] valid_0's auc: 0.94416 valid_0's binary_logloss: 0.260495 valid_1's auc: 0.905721 valid_1's binary_logloss: 0.322057
[129] valid_0's auc: 0.944396 valid_0's binary_logloss: 0.260085 valid_1's auc: 0.905682 valid_1's binary_logloss: 0.322132
[130] valid_0's auc: 0.944561 valid_0's binary_logloss: 0.259764 valid_1's auc: 0.905672 valid_1's binary_logloss: 0.322187
[131] valid_0's auc: 0.944717 valid_0's binary_logloss: 0.259469 valid_1's auc: 0.90559 valid_1's binary_logloss: 0.32237
[132] valid_0's auc: 0.94496 valid_0's binary_logloss: 0.259057 valid_1's auc: 0.905533 valid_1's binary_logloss: 0.32246
[133] valid_0's auc: 0.945113 valid_0's binary_logloss: 0.258753 valid_1's auc: 0.905468 valid_1's binary_logloss: 0.322625
[134] valid_0's auc: 0.945346 valid_0's binary_logloss: 0.258341 valid_1's auc: 0.905439 valid_1's binary_logloss: 0.322656
[135] valid_0's auc: 0.945527 valid_0's binary_logloss: 0.257972 valid_1's auc: 0.905383 valid_1's binary_logloss: 0.322833
[136] valid_0's auc: 0.945729 valid_0's binary_logloss: 0.257624 valid_1's auc: 0.905383 valid_1's binary_logloss: 0.322849
[137] valid_0's auc: 0.945899 valid_0's binary_logloss: 0.257286 valid_1's auc: 0.905334 valid_1's binary_logloss: 0.323046
[138] valid_0's auc: 0.946053 valid_0's binary_logloss: 0.257007 valid_1's auc: 0.905287 valid_1's binary_logloss: 0.3231
[139] valid_0's auc: 0.946249 valid_0's binary_logloss: 0.256674 valid_1's auc: 0.905247 valid_1's binary_logloss: 0.323165
[140] valid_0's auc: 0.94644 valid_0's binary_logloss: 0.256355 valid_1's auc: 0.905202 valid_1's binary_logloss: 0.323247
Early stopping, best iteration is:
[40] valid_0's auc: 0.919749 valid_0's binary_logloss: 0.305228 valid_1's auc: 0.909725 valid_1's binary_logloss: 0.315747
[1] valid_0's auc: 0.883999 valid_0's binary_logloss: 0.517495 valid_1's auc: 0.891234 valid_1's binary_logloss: 0.508616
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891027 valid_0's binary_logloss: 0.488825 valid_1's auc: 0.896641 valid_1's binary_logloss: 0.479157
[3] valid_0's auc: 0.894951 valid_0's binary_logloss: 0.465291 valid_1's auc: 0.899671 valid_1's binary_logloss: 0.455294
[4] valid_0's auc: 0.89606 valid_0's binary_logloss: 0.4462 valid_1's auc: 0.900601 valid_1's binary_logloss: 0.435941
[5] valid_0's auc: 0.897345 valid_0's binary_logloss: 0.43003 valid_1's auc: 0.900711 valid_1's binary_logloss: 0.419873
[6] valid_0's auc: 0.898499 valid_0's binary_logloss: 0.41635 valid_1's auc: 0.901767 valid_1's binary_logloss: 0.406108
[7] valid_0's auc: 0.89983 valid_0's binary_logloss: 0.404494 valid_1's auc: 0.903447 valid_1's binary_logloss: 0.394511
[8] valid_0's auc: 0.900425 valid_0's binary_logloss: 0.394452 valid_1's auc: 0.903731 valid_1's binary_logloss: 0.38466
[9] valid_0's auc: 0.901201 valid_0's binary_logloss: 0.385617 valid_1's auc: 0.903911 valid_1's binary_logloss: 0.376198
[10] valid_0's auc: 0.901776 valid_0's binary_logloss: 0.378074 valid_1's auc: 0.904371 valid_1's binary_logloss: 0.368708
[11] valid_0's auc: 0.902544 valid_0's binary_logloss: 0.37121 valid_1's auc: 0.905007 valid_1's binary_logloss: 0.362032
[12] valid_0's auc: 0.90366 valid_0's binary_logloss: 0.364887 valid_1's auc: 0.905323 valid_1's binary_logloss: 0.356476
[13] valid_0's auc: 0.904305 valid_0's binary_logloss: 0.359711 valid_1's auc: 0.905489 valid_1's binary_logloss: 0.351728
[14] valid_0's auc: 0.905262 valid_0's binary_logloss: 0.354826 valid_1's auc: 0.906348 valid_1's binary_logloss: 0.347409
[15] valid_0's auc: 0.90587 valid_0's binary_logloss: 0.350644 valid_1's auc: 0.906499 valid_1's binary_logloss: 0.343687
[16] valid_0's auc: 0.90626 valid_0's binary_logloss: 0.347097 valid_1's auc: 0.906688 valid_1's binary_logloss: 0.34054
[17] valid_0's auc: 0.906847 valid_0's binary_logloss: 0.343667 valid_1's auc: 0.906957 valid_1's binary_logloss: 0.337566
[18] valid_0's auc: 0.907604 valid_0's binary_logloss: 0.340382 valid_1's auc: 0.907072 valid_1's binary_logloss: 0.334917
[19] valid_0's auc: 0.908469 valid_0's binary_logloss: 0.337526 valid_1's auc: 0.907472 valid_1's binary_logloss: 0.332813
[20] valid_0's auc: 0.909106 valid_0's binary_logloss: 0.334823 valid_1's auc: 0.908123 valid_1's binary_logloss: 0.330379
[21] valid_0's auc: 0.90983 valid_0's binary_logloss: 0.332275 valid_1's auc: 0.908248 valid_1's binary_logloss: 0.328609
[22] valid_0's auc: 0.910423 valid_0's binary_logloss: 0.330039 valid_1's auc: 0.908273 valid_1's binary_logloss: 0.327082
[23] valid_0's auc: 0.911024 valid_0's binary_logloss: 0.327868 valid_1's auc: 0.908638 valid_1's binary_logloss: 0.325315
[24] valid_0's auc: 0.911643 valid_0's binary_logloss: 0.325822 valid_1's auc: 0.908721 valid_1's binary_logloss: 0.323958
[25] valid_0's auc: 0.912262 valid_0's binary_logloss: 0.323893 valid_1's auc: 0.908958 valid_1's binary_logloss: 0.322623
[26] valid_0's auc: 0.912921 valid_0's binary_logloss: 0.3221 valid_1's auc: 0.909061 valid_1's binary_logloss: 0.321584
[27] valid_0's auc: 0.913534 valid_0's binary_logloss: 0.320456 valid_1's auc: 0.90905 valid_1's binary_logloss: 0.320858
[28] valid_0's auc: 0.914054 valid_0's binary_logloss: 0.318955 valid_1's auc: 0.909104 valid_1's binary_logloss: 0.320027
[29] valid_0's auc: 0.914615 valid_0's binary_logloss: 0.317458 valid_1's auc: 0.909226 valid_1's binary_logloss: 0.319309
[30] valid_0's auc: 0.915149 valid_0's binary_logloss: 0.31606 valid_1's auc: 0.909254 valid_1's binary_logloss: 0.318635
[31] valid_0's auc: 0.915747 valid_0's binary_logloss: 0.314594 valid_1's auc: 0.909271 valid_1's binary_logloss: 0.318097
[32] valid_0's auc: 0.916292 valid_0's binary_logloss: 0.313305 valid_1's auc: 0.909364 valid_1's binary_logloss: 0.317534
[33] valid_0's auc: 0.916726 valid_0's binary_logloss: 0.312095 valid_1's auc: 0.909305 valid_1's binary_logloss: 0.317174
[34] valid_0's auc: 0.917118 valid_0's binary_logloss: 0.311005 valid_1's auc: 0.909362 valid_1's binary_logloss: 0.316755
[35] valid_0's auc: 0.917654 valid_0's binary_logloss: 0.309841 valid_1's auc: 0.909523 valid_1's binary_logloss: 0.316201
[36] valid_0's auc: 0.918039 valid_0's binary_logloss: 0.308913 valid_1's auc: 0.909495 valid_1's binary_logloss: 0.315974
[37] valid_0's auc: 0.918497 valid_0's binary_logloss: 0.307924 valid_1's auc: 0.909609 valid_1's binary_logloss: 0.315616
[38] valid_0's auc: 0.918861 valid_0's binary_logloss: 0.307015 valid_1's auc: 0.90966 valid_1's binary_logloss: 0.315252
[39] valid_0's auc: 0.919305 valid_0's binary_logloss: 0.306077 valid_1's auc: 0.9097 valid_1's binary_logloss: 0.31504
[40] valid_0's auc: 0.919842 valid_0's binary_logloss: 0.304975 valid_1's auc: 0.909724 valid_1's binary_logloss: 0.314742
[41] valid_0's auc: 0.920194 valid_0's binary_logloss: 0.304166 valid_1's auc: 0.909677 valid_1's binary_logloss: 0.314676
[42] valid_0's auc: 0.920645 valid_0's binary_logloss: 0.303277 valid_1's auc: 0.90958 valid_1's binary_logloss: 0.31463
[43] valid_0's auc: 0.921103 valid_0's binary_logloss: 0.302336 valid_1's auc: 0.909543 valid_1's binary_logloss: 0.31457
[44] valid_0's auc: 0.921552 valid_0's binary_logloss: 0.30149 valid_1's auc: 0.909581 valid_1's binary_logloss: 0.314423
[45] valid_0's auc: 0.921975 valid_0's binary_logloss: 0.3007 valid_1's auc: 0.909648 valid_1's binary_logloss: 0.314297
[46] valid_0's auc: 0.922381 valid_0's binary_logloss: 0.299954 valid_1's auc: 0.909694 valid_1's binary_logloss: 0.314123
[47] valid_0's auc: 0.922765 valid_0's binary_logloss: 0.299204 valid_1's auc: 0.909758 valid_1's binary_logloss: 0.314006
[48] valid_0's auc: 0.923109 valid_0's binary_logloss: 0.298492 valid_1's auc: 0.909707 valid_1's binary_logloss: 0.313963
[49] valid_0's auc: 0.923454 valid_0's binary_logloss: 0.29784 valid_1's auc: 0.909541 valid_1's binary_logloss: 0.314144
[50] valid_0's auc: 0.92376 valid_0's binary_logloss: 0.297246 valid_1's auc: 0.909417 valid_1's binary_logloss: 0.314209
[51] valid_0's auc: 0.924082 valid_0's binary_logloss: 0.29663 valid_1's auc: 0.909482 valid_1's binary_logloss: 0.314088
[52] valid_0's auc: 0.924329 valid_0's binary_logloss: 0.296142 valid_1's auc: 0.909446 valid_1's binary_logloss: 0.314043
[53] valid_0's auc: 0.924595 valid_0's binary_logloss: 0.295611 valid_1's auc: 0.909404 valid_1's binary_logloss: 0.314055
[54] valid_0's auc: 0.92491 valid_0's binary_logloss: 0.295061 valid_1's auc: 0.909345 valid_1's binary_logloss: 0.314111
[55] valid_0's auc: 0.925307 valid_0's binary_logloss: 0.294373 valid_1's auc: 0.90937 valid_1's binary_logloss: 0.314066
[56] valid_0's auc: 0.925698 valid_0's binary_logloss: 0.293631 valid_1's auc: 0.90932 valid_1's binary_logloss: 0.314162
[57] valid_0's auc: 0.925986 valid_0's binary_logloss: 0.293135 valid_1's auc: 0.909261 valid_1's binary_logloss: 0.314255
[58] valid_0's auc: 0.926295 valid_0's binary_logloss: 0.292596 valid_1's auc: 0.909408 valid_1's binary_logloss: 0.314055
[59] valid_0's auc: 0.926545 valid_0's binary_logloss: 0.292118 valid_1's auc: 0.909387 valid_1's binary_logloss: 0.314014
[60] valid_0's auc: 0.926869 valid_0's binary_logloss: 0.291548 valid_1's auc: 0.909413 valid_1's binary_logloss: 0.313946
[61] valid_0's auc: 0.927234 valid_0's binary_logloss: 0.290915 valid_1's auc: 0.909417 valid_1's binary_logloss: 0.313924
[62] valid_0's auc: 0.927591 valid_0's binary_logloss: 0.290293 valid_1's auc: 0.909518 valid_1's binary_logloss: 0.313753
[63] valid_0's auc: 0.927831 valid_0's binary_logloss: 0.289853 valid_1's auc: 0.909531 valid_1's binary_logloss: 0.313747
[64] valid_0's auc: 0.928174 valid_0's binary_logloss: 0.289295 valid_1's auc: 0.909503 valid_1's binary_logloss: 0.313782
[65] valid_0's auc: 0.928503 valid_0's binary_logloss: 0.288717 valid_1's auc: 0.909415 valid_1's binary_logloss: 0.313939
[66] valid_0's auc: 0.928851 valid_0's binary_logloss: 0.288131 valid_1's auc: 0.909229 valid_1's binary_logloss: 0.314234
[67] valid_0's auc: 0.929135 valid_0's binary_logloss: 0.287573 valid_1's auc: 0.909092 valid_1's binary_logloss: 0.314477
[68] valid_0's auc: 0.929417 valid_0's binary_logloss: 0.287112 valid_1's auc: 0.90911 valid_1's binary_logloss: 0.314477
[69] valid_0's auc: 0.929673 valid_0's binary_logloss: 0.286648 valid_1's auc: 0.909105 valid_1's binary_logloss: 0.314483
[70] valid_0's auc: 0.930026 valid_0's binary_logloss: 0.286086 valid_1's auc: 0.909157 valid_1's binary_logloss: 0.314447
[71] valid_0's auc: 0.930255 valid_0's binary_logloss: 0.28571 valid_1's auc: 0.909062 valid_1's binary_logloss: 0.314559
[72] valid_0's auc: 0.930527 valid_0's binary_logloss: 0.285169 valid_1's auc: 0.909039 valid_1's binary_logloss: 0.314641
[73] valid_0's auc: 0.930882 valid_0's binary_logloss: 0.284592 valid_1's auc: 0.908972 valid_1's binary_logloss: 0.314707
[74] valid_0's auc: 0.931139 valid_0's binary_logloss: 0.284128 valid_1's auc: 0.90892 valid_1's binary_logloss: 0.314808
[75] valid_0's auc: 0.931483 valid_0's binary_logloss: 0.283549 valid_1's auc: 0.909092 valid_1's binary_logloss: 0.31458
[76] valid_0's auc: 0.93174 valid_0's binary_logloss: 0.283101 valid_1's auc: 0.909032 valid_1's binary_logloss: 0.31467
[77] valid_0's auc: 0.931984 valid_0's binary_logloss: 0.282697 valid_1's auc: 0.908881 valid_1's binary_logloss: 0.314923
[78] valid_0's auc: 0.932301 valid_0's binary_logloss: 0.282171 valid_1's auc: 0.908969 valid_1's binary_logloss: 0.31482
[79] valid_0's auc: 0.932517 valid_0's binary_logloss: 0.281766 valid_1's auc: 0.909031 valid_1's binary_logloss: 0.314659
[80] valid_0's auc: 0.932839 valid_0's binary_logloss: 0.28119 valid_1's auc: 0.908827 valid_1's binary_logloss: 0.314988
[81] valid_0's auc: 0.933145 valid_0's binary_logloss: 0.280682 valid_1's auc: 0.908778 valid_1's binary_logloss: 0.315094
[82] valid_0's auc: 0.93335 valid_0's binary_logloss: 0.280305 valid_1's auc: 0.908641 valid_1's binary_logloss: 0.315242
[83] valid_0's auc: 0.93357 valid_0's binary_logloss: 0.279883 valid_1's auc: 0.908617 valid_1's binary_logloss: 0.315283
[84] valid_0's auc: 0.933798 valid_0's binary_logloss: 0.279454 valid_1's auc: 0.908569 valid_1's binary_logloss: 0.315352
[85] valid_0's auc: 0.934027 valid_0's binary_logloss: 0.279023 valid_1's auc: 0.908448 valid_1's binary_logloss: 0.315584
[86] valid_0's auc: 0.934253 valid_0's binary_logloss: 0.278627 valid_1's auc: 0.908499 valid_1's binary_logloss: 0.31554
[87] valid_0's auc: 0.93445 valid_0's binary_logloss: 0.278291 valid_1's auc: 0.908427 valid_1's binary_logloss: 0.31566
[88] valid_0's auc: 0.934636 valid_0's binary_logloss: 0.277902 valid_1's auc: 0.908313 valid_1's binary_logloss: 0.315875
[89] valid_0's auc: 0.934867 valid_0's binary_logloss: 0.277492 valid_1's auc: 0.908145 valid_1's binary_logloss: 0.316125
[90] valid_0's auc: 0.935013 valid_0's binary_logloss: 0.277229 valid_1's auc: 0.908102 valid_1's binary_logloss: 0.316176
[91] valid_0's auc: 0.935185 valid_0's binary_logloss: 0.276894 valid_1's auc: 0.907975 valid_1's binary_logloss: 0.316406
[92] valid_0's auc: 0.935491 valid_0's binary_logloss: 0.276378 valid_1's auc: 0.907887 valid_1's binary_logloss: 0.316545
[93] valid_0's auc: 0.935705 valid_0's binary_logloss: 0.276021 valid_1's auc: 0.907818 valid_1's binary_logloss: 0.316647
[94] valid_0's auc: 0.935893 valid_0's binary_logloss: 0.275673 valid_1's auc: 0.907684 valid_1's binary_logloss: 0.316884
[95] valid_0's auc: 0.936121 valid_0's binary_logloss: 0.27527 valid_1's auc: 0.907705 valid_1's binary_logloss: 0.316825
[96] valid_0's auc: 0.936335 valid_0's binary_logloss: 0.274856 valid_1's auc: 0.907792 valid_1's binary_logloss: 0.316714
[97] valid_0's auc: 0.936654 valid_0's binary_logloss: 0.274315 valid_1's auc: 0.907797 valid_1's binary_logloss: 0.316697
[98] valid_0's auc: 0.93684 valid_0's binary_logloss: 0.274 valid_1's auc: 0.90778 valid_1's binary_logloss: 0.316729
[99] valid_0's auc: 0.937135 valid_0's binary_logloss: 0.273447 valid_1's auc: 0.907729 valid_1's binary_logloss: 0.316844
[100] valid_0's auc: 0.937499 valid_0's binary_logloss: 0.272838 valid_1's auc: 0.907638 valid_1's binary_logloss: 0.317007
[101] valid_0's auc: 0.937768 valid_0's binary_logloss: 0.272395 valid_1's auc: 0.907606 valid_1's binary_logloss: 0.317068
[102] valid_0's auc: 0.938083 valid_0's binary_logloss: 0.271866 valid_1's auc: 0.907462 valid_1's binary_logloss: 0.317305
[103] valid_0's auc: 0.938339 valid_0's binary_logloss: 0.271383 valid_1's auc: 0.90754 valid_1's binary_logloss: 0.317201
[104] valid_0's auc: 0.938592 valid_0's binary_logloss: 0.270937 valid_1's auc: 0.907428 valid_1's binary_logloss: 0.317424
[105] valid_0's auc: 0.938803 valid_0's binary_logloss: 0.270598 valid_1's auc: 0.907437 valid_1's binary_logloss: 0.31741
[106] valid_0's auc: 0.939002 valid_0's binary_logloss: 0.270226 valid_1's auc: 0.907431 valid_1's binary_logloss: 0.317448
[107] valid_0's auc: 0.9392 valid_0's binary_logloss: 0.269848 valid_1's auc: 0.907314 valid_1's binary_logloss: 0.317597
[108] valid_0's auc: 0.939455 valid_0's binary_logloss: 0.269355 valid_1's auc: 0.907366 valid_1's binary_logloss: 0.317527
[109] valid_0's auc: 0.939727 valid_0's binary_logloss: 0.268848 valid_1's auc: 0.90739 valid_1's binary_logloss: 0.317498
[110] valid_0's auc: 0.939978 valid_0's binary_logloss: 0.268406 valid_1's auc: 0.907261 valid_1's binary_logloss: 0.317713
[111] valid_0's auc: 0.940206 valid_0's binary_logloss: 0.267974 valid_1's auc: 0.907306 valid_1's binary_logloss: 0.317642
[112] valid_0's auc: 0.940455 valid_0's binary_logloss: 0.267546 valid_1's auc: 0.90728 valid_1's binary_logloss: 0.317691
[113] valid_0's auc: 0.940599 valid_0's binary_logloss: 0.267244 valid_1's auc: 0.907165 valid_1's binary_logloss: 0.317902
[114] valid_0's auc: 0.940778 valid_0's binary_logloss: 0.266903 valid_1's auc: 0.907167 valid_1's binary_logloss: 0.317886
[115] valid_0's auc: 0.940995 valid_0's binary_logloss: 0.266529 valid_1's auc: 0.907159 valid_1's binary_logloss: 0.317887
[116] valid_0's auc: 0.941195 valid_0's binary_logloss: 0.266162 valid_1's auc: 0.907224 valid_1's binary_logloss: 0.317838
[117] valid_0's auc: 0.941428 valid_0's binary_logloss: 0.265734 valid_1's auc: 0.907207 valid_1's binary_logloss: 0.317847
[118] valid_0's auc: 0.941639 valid_0's binary_logloss: 0.265375 valid_1's auc: 0.90719 valid_1's binary_logloss: 0.317875
[119] valid_0's auc: 0.941856 valid_0's binary_logloss: 0.265012 valid_1's auc: 0.907101 valid_1's binary_logloss: 0.318061
[120] valid_0's auc: 0.94203 valid_0's binary_logloss: 0.26467 valid_1's auc: 0.907018 valid_1's binary_logloss: 0.318208
[121] valid_0's auc: 0.942154 valid_0's binary_logloss: 0.264407 valid_1's auc: 0.907031 valid_1's binary_logloss: 0.318237
[122] valid_0's auc: 0.942301 valid_0's binary_logloss: 0.264163 valid_1's auc: 0.907016 valid_1's binary_logloss: 0.318303
[123] valid_0's auc: 0.942464 valid_0's binary_logloss: 0.263845 valid_1's auc: 0.907024 valid_1's binary_logloss: 0.318315
[124] valid_0's auc: 0.942704 valid_0's binary_logloss: 0.26345 valid_1's auc: 0.906892 valid_1's binary_logloss: 0.318545
[125] valid_0's auc: 0.942855 valid_0's binary_logloss: 0.263173 valid_1's auc: 0.906851 valid_1's binary_logloss: 0.318627
[126] valid_0's auc: 0.942954 valid_0's binary_logloss: 0.2629 valid_1's auc: 0.906795 valid_1's binary_logloss: 0.318715
[127] valid_0's auc: 0.943132 valid_0's binary_logloss: 0.26257 valid_1's auc: 0.906675 valid_1's binary_logloss: 0.318956
[128] valid_0's auc: 0.943364 valid_0's binary_logloss: 0.26214 valid_1's auc: 0.906659 valid_1's binary_logloss: 0.319022
[129] valid_0's auc: 0.943558 valid_0's binary_logloss: 0.261799 valid_1's auc: 0.906688 valid_1's binary_logloss: 0.318993
[130] valid_0's auc: 0.943711 valid_0's binary_logloss: 0.261512 valid_1's auc: 0.906638 valid_1's binary_logloss: 0.319073
[131] valid_0's auc: 0.94385 valid_0's binary_logloss: 0.261227 valid_1's auc: 0.906581 valid_1's binary_logloss: 0.319177
[132] valid_0's auc: 0.944038 valid_0's binary_logloss: 0.260879 valid_1's auc: 0.906634 valid_1's binary_logloss: 0.319139
[133] valid_0's auc: 0.944247 valid_0's binary_logloss: 0.260479 valid_1's auc: 0.906664 valid_1's binary_logloss: 0.319098
[134] valid_0's auc: 0.944413 valid_0's binary_logloss: 0.260171 valid_1's auc: 0.906651 valid_1's binary_logloss: 0.319109
[135] valid_0's auc: 0.944612 valid_0's binary_logloss: 0.259818 valid_1's auc: 0.906598 valid_1's binary_logloss: 0.319221
[136] valid_0's auc: 0.944771 valid_0's binary_logloss: 0.259503 valid_1's auc: 0.906615 valid_1's binary_logloss: 0.319196
[137] valid_0's auc: 0.945036 valid_0's binary_logloss: 0.259047 valid_1's auc: 0.906452 valid_1's binary_logloss: 0.31953
[138] valid_0's auc: 0.945208 valid_0's binary_logloss: 0.258705 valid_1's auc: 0.906338 valid_1's binary_logloss: 0.319799
[139] valid_0's auc: 0.945331 valid_0's binary_logloss: 0.258455 valid_1's auc: 0.906316 valid_1's binary_logloss: 0.319893
[140] valid_0's auc: 0.945483 valid_0's binary_logloss: 0.258144 valid_1's auc: 0.906293 valid_1's binary_logloss: 0.319918
[141] valid_0's auc: 0.945617 valid_0's binary_logloss: 0.257888 valid_1's auc: 0.906289 valid_1's binary_logloss: 0.319987
[142] valid_0's auc: 0.945806 valid_0's binary_logloss: 0.257524 valid_1's auc: 0.906284 valid_1's binary_logloss: 0.320022
[143] valid_0's auc: 0.945971 valid_0's binary_logloss: 0.257224 valid_1's auc: 0.906255 valid_1's binary_logloss: 0.320056
[144] valid_0's auc: 0.946117 valid_0's binary_logloss: 0.256909 valid_1's auc: 0.906222 valid_1's binary_logloss: 0.320144
[145] valid_0's auc: 0.946299 valid_0's binary_logloss: 0.256569 valid_1's auc: 0.906083 valid_1's binary_logloss: 0.320387
[146] valid_0's auc: 0.946429 valid_0's binary_logloss: 0.256327 valid_1's auc: 0.906018 valid_1's binary_logloss: 0.320478
[147] valid_0's auc: 0.946694 valid_0's binary_logloss: 0.255828 valid_1's auc: 0.905921 valid_1's binary_logloss: 0.320641
Early stopping, best iteration is:
[47] valid_0's auc: 0.922765 valid_0's binary_logloss: 0.299204 valid_1's auc: 0.909758 valid_1's binary_logloss: 0.314006
[1] valid_0's auc: 0.88881 valid_0's binary_logloss: 0.516633 valid_1's auc: 0.897809 valid_1's binary_logloss: 0.50731
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.8922 valid_0's binary_logloss: 0.487561 valid_1's auc: 0.899925 valid_1's binary_logloss: 0.477157
[3] valid_0's auc: 0.892838 valid_0's binary_logloss: 0.464389 valid_1's auc: 0.9023 valid_1's binary_logloss: 0.453152
[4] valid_0's auc: 0.894608 valid_0's binary_logloss: 0.444961 valid_1's auc: 0.9023 valid_1's binary_logloss: 0.434111
[5] valid_0's auc: 0.895384 valid_0's binary_logloss: 0.428899 valid_1's auc: 0.901607 valid_1's binary_logloss: 0.41839
[6] valid_0's auc: 0.895814 valid_0's binary_logloss: 0.415402 valid_1's auc: 0.901971 valid_1's binary_logloss: 0.404739
[7] valid_0's auc: 0.897179 valid_0's binary_logloss: 0.403646 valid_1's auc: 0.902712 valid_1's binary_logloss: 0.393451
[8] valid_0's auc: 0.90014 valid_0's binary_logloss: 0.393717 valid_1's auc: 0.904509 valid_1's binary_logloss: 0.383777
[9] valid_0's auc: 0.901656 valid_0's binary_logloss: 0.384637 valid_1's auc: 0.905082 valid_1's binary_logloss: 0.375071
[10] valid_0's auc: 0.902441 valid_0's binary_logloss: 0.376979 valid_1's auc: 0.905389 valid_1's binary_logloss: 0.36779
[11] valid_0's auc: 0.903086 valid_0's binary_logloss: 0.37018 valid_1's auc: 0.905722 valid_1's binary_logloss: 0.361222
[12] valid_0's auc: 0.903811 valid_0's binary_logloss: 0.364179 valid_1's auc: 0.905739 valid_1's binary_logloss: 0.355887
[13] valid_0's auc: 0.904555 valid_0's binary_logloss: 0.359017 valid_1's auc: 0.905925 valid_1's binary_logloss: 0.3513
[14] valid_0's auc: 0.905441 valid_0's binary_logloss: 0.35414 valid_1's auc: 0.90612 valid_1's binary_logloss: 0.347227
[15] valid_0's auc: 0.906121 valid_0's binary_logloss: 0.349903 valid_1's auc: 0.90617 valid_1's binary_logloss: 0.343705
[16] valid_0's auc: 0.906823 valid_0's binary_logloss: 0.346182 valid_1's auc: 0.906356 valid_1's binary_logloss: 0.340575
[17] valid_0's auc: 0.907623 valid_0's binary_logloss: 0.342618 valid_1's auc: 0.906812 valid_1's binary_logloss: 0.337414
[18] valid_0's auc: 0.908435 valid_0's binary_logloss: 0.339355 valid_1's auc: 0.907089 valid_1's binary_logloss: 0.334802
[19] valid_0's auc: 0.909244 valid_0's binary_logloss: 0.336401 valid_1's auc: 0.907681 valid_1's binary_logloss: 0.33235
[20] valid_0's auc: 0.91019 valid_0's binary_logloss: 0.333492 valid_1's auc: 0.907581 valid_1's binary_logloss: 0.330668
[21] valid_0's auc: 0.910592 valid_0's binary_logloss: 0.331217 valid_1's auc: 0.907705 valid_1's binary_logloss: 0.328752
[22] valid_0's auc: 0.911201 valid_0's binary_logloss: 0.328996 valid_1's auc: 0.908075 valid_1's binary_logloss: 0.32715
[23] valid_0's auc: 0.911776 valid_0's binary_logloss: 0.326873 valid_1's auc: 0.908173 valid_1's binary_logloss: 0.325751
[24] valid_0's auc: 0.912492 valid_0's binary_logloss: 0.324799 valid_1's auc: 0.908508 valid_1's binary_logloss: 0.32443
[25] valid_0's auc: 0.913089 valid_0's binary_logloss: 0.32297 valid_1's auc: 0.908814 valid_1's binary_logloss: 0.322992
[26] valid_0's auc: 0.9136 valid_0's binary_logloss: 0.321192 valid_1's auc: 0.908874 valid_1's binary_logloss: 0.32202
[27] valid_0's auc: 0.914178 valid_0's binary_logloss: 0.319604 valid_1's auc: 0.908948 valid_1's binary_logloss: 0.321157
[28] valid_0's auc: 0.914633 valid_0's binary_logloss: 0.318173 valid_1's auc: 0.908908 valid_1's binary_logloss: 0.320516
[29] valid_0's auc: 0.915064 valid_0's binary_logloss: 0.31679 valid_1's auc: 0.909119 valid_1's binary_logloss: 0.319599
[30] valid_0's auc: 0.915605 valid_0's binary_logloss: 0.315332 valid_1's auc: 0.909347 valid_1's binary_logloss: 0.31877
[31] valid_0's auc: 0.916108 valid_0's binary_logloss: 0.313967 valid_1's auc: 0.909463 valid_1's binary_logloss: 0.318171
[32] valid_0's auc: 0.916571 valid_0's binary_logloss: 0.312762 valid_1's auc: 0.909208 valid_1's binary_logloss: 0.31812
[33] valid_0's auc: 0.917039 valid_0's binary_logloss: 0.311602 valid_1's auc: 0.90931 valid_1's binary_logloss: 0.317603
[34] valid_0's auc: 0.9174 valid_0's binary_logloss: 0.310537 valid_1's auc: 0.909544 valid_1's binary_logloss: 0.317031
[35] valid_0's auc: 0.917876 valid_0's binary_logloss: 0.309427 valid_1's auc: 0.909623 valid_1's binary_logloss: 0.316615
[36] valid_0's auc: 0.918318 valid_0's binary_logloss: 0.308395 valid_1's auc: 0.909647 valid_1's binary_logloss: 0.316259
[37] valid_0's auc: 0.918718 valid_0's binary_logloss: 0.307424 valid_1's auc: 0.909553 valid_1's binary_logloss: 0.316147
[38] valid_0's auc: 0.919117 valid_0's binary_logloss: 0.3065 valid_1's auc: 0.909549 valid_1's binary_logloss: 0.315994
[39] valid_0's auc: 0.919602 valid_0's binary_logloss: 0.305479 valid_1's auc: 0.909566 valid_1's binary_logloss: 0.315843
[40] valid_0's auc: 0.920052 valid_0's binary_logloss: 0.304544 valid_1's auc: 0.909565 valid_1's binary_logloss: 0.315715
[41] valid_0's auc: 0.920506 valid_0's binary_logloss: 0.303599 valid_1's auc: 0.909729 valid_1's binary_logloss: 0.315279
[42] valid_0's auc: 0.920955 valid_0's binary_logloss: 0.302692 valid_1's auc: 0.909832 valid_1's binary_logloss: 0.315004
[43] valid_0's auc: 0.921301 valid_0's binary_logloss: 0.301897 valid_1's auc: 0.909823 valid_1's binary_logloss: 0.314899
[44] valid_0's auc: 0.921781 valid_0's binary_logloss: 0.30102 valid_1's auc: 0.909762 valid_1's binary_logloss: 0.314946
[45] valid_0's auc: 0.92213 valid_0's binary_logloss: 0.300287 valid_1's auc: 0.909701 valid_1's binary_logloss: 0.315008
[46] valid_0's auc: 0.922414 valid_0's binary_logloss: 0.299693 valid_1's auc: 0.909544 valid_1's binary_logloss: 0.315146
[47] valid_0's auc: 0.922809 valid_0's binary_logloss: 0.298955 valid_1's auc: 0.909549 valid_1's binary_logloss: 0.315117
[48] valid_0's auc: 0.923123 valid_0's binary_logloss: 0.298268 valid_1's auc: 0.909456 valid_1's binary_logloss: 0.315204
[49] valid_0's auc: 0.923529 valid_0's binary_logloss: 0.297517 valid_1's auc: 0.909468 valid_1's binary_logloss: 0.315141
[50] valid_0's auc: 0.923806 valid_0's binary_logloss: 0.296969 valid_1's auc: 0.909572 valid_1's binary_logloss: 0.314996
[51] valid_0's auc: 0.924082 valid_0's binary_logloss: 0.296402 valid_1's auc: 0.909673 valid_1's binary_logloss: 0.314823
[52] valid_0's auc: 0.924503 valid_0's binary_logloss: 0.29565 valid_1's auc: 0.909568 valid_1's binary_logloss: 0.314877
[53] valid_0's auc: 0.924835 valid_0's binary_logloss: 0.29506 valid_1's auc: 0.909538 valid_1's binary_logloss: 0.314905
[54] valid_0's auc: 0.925114 valid_0's binary_logloss: 0.294531 valid_1's auc: 0.909518 valid_1's binary_logloss: 0.314906
[55] valid_0's auc: 0.925408 valid_0's binary_logloss: 0.293982 valid_1's auc: 0.909492 valid_1's binary_logloss: 0.314875
[56] valid_0's auc: 0.925704 valid_0's binary_logloss: 0.293444 valid_1's auc: 0.909342 valid_1's binary_logloss: 0.315111
[57] valid_0's auc: 0.926134 valid_0's binary_logloss: 0.292702 valid_1's auc: 0.909256 valid_1's binary_logloss: 0.3152
[58] valid_0's auc: 0.926536 valid_0's binary_logloss: 0.292023 valid_1's auc: 0.90917 valid_1's binary_logloss: 0.315353
[59] valid_0's auc: 0.92682 valid_0's binary_logloss: 0.291539 valid_1's auc: 0.909074 valid_1's binary_logloss: 0.315467
[60] valid_0's auc: 0.927054 valid_0's binary_logloss: 0.291037 valid_1's auc: 0.909065 valid_1's binary_logloss: 0.315472
[61] valid_0's auc: 0.927309 valid_0's binary_logloss: 0.29058 valid_1's auc: 0.909094 valid_1's binary_logloss: 0.315418
[62] valid_0's auc: 0.92773 valid_0's binary_logloss: 0.289873 valid_1's auc: 0.909016 valid_1's binary_logloss: 0.315547
[63] valid_0's auc: 0.928014 valid_0's binary_logloss: 0.289346 valid_1's auc: 0.909041 valid_1's binary_logloss: 0.315524
[64] valid_0's auc: 0.92834 valid_0's binary_logloss: 0.28878 valid_1's auc: 0.908946 valid_1's binary_logloss: 0.315607
[65] valid_0's auc: 0.928682 valid_0's binary_logloss: 0.2882 valid_1's auc: 0.90892 valid_1's binary_logloss: 0.315649
[66] valid_0's auc: 0.928922 valid_0's binary_logloss: 0.287759 valid_1's auc: 0.908894 valid_1's binary_logloss: 0.315691
[67] valid_0's auc: 0.92919 valid_0's binary_logloss: 0.287273 valid_1's auc: 0.908915 valid_1's binary_logloss: 0.315627
[68] valid_0's auc: 0.929473 valid_0's binary_logloss: 0.286709 valid_1's auc: 0.908951 valid_1's binary_logloss: 0.315556
[69] valid_0's auc: 0.929712 valid_0's binary_logloss: 0.286288 valid_1's auc: 0.908921 valid_1's binary_logloss: 0.315629
[70] valid_0's auc: 0.929941 valid_0's binary_logloss: 0.285817 valid_1's auc: 0.909 valid_1's binary_logloss: 0.315509
[71] valid_0's auc: 0.930342 valid_0's binary_logloss: 0.285161 valid_1's auc: 0.908895 valid_1's binary_logloss: 0.315669
[72] valid_0's auc: 0.930616 valid_0's binary_logloss: 0.284691 valid_1's auc: 0.908887 valid_1's binary_logloss: 0.315701
[73] valid_0's auc: 0.930827 valid_0's binary_logloss: 0.284282 valid_1's auc: 0.908707 valid_1's binary_logloss: 0.31595
[74] valid_0's auc: 0.931103 valid_0's binary_logloss: 0.283811 valid_1's auc: 0.908588 valid_1's binary_logloss: 0.316117
[75] valid_0's auc: 0.931462 valid_0's binary_logloss: 0.283179 valid_1's auc: 0.908425 valid_1's binary_logloss: 0.316419
[76] valid_0's auc: 0.931692 valid_0's binary_logloss: 0.282719 valid_1's auc: 0.908379 valid_1's binary_logloss: 0.316475
[77] valid_0's auc: 0.931967 valid_0's binary_logloss: 0.282254 valid_1's auc: 0.908221 valid_1's binary_logloss: 0.316737
[78] valid_0's auc: 0.932265 valid_0's binary_logloss: 0.281721 valid_1's auc: 0.908113 valid_1's binary_logloss: 0.316892
[79] valid_0's auc: 0.932524 valid_0's binary_logloss: 0.28124 valid_1's auc: 0.9081 valid_1's binary_logloss: 0.316917
[80] valid_0's auc: 0.932781 valid_0's binary_logloss: 0.280808 valid_1's auc: 0.908166 valid_1's binary_logloss: 0.316796
[81] valid_0's auc: 0.933036 valid_0's binary_logloss: 0.280358 valid_1's auc: 0.908104 valid_1's binary_logloss: 0.316889
[82] valid_0's auc: 0.933223 valid_0's binary_logloss: 0.279973 valid_1's auc: 0.908107 valid_1's binary_logloss: 0.316867
[83] valid_0's auc: 0.933561 valid_0's binary_logloss: 0.279372 valid_1's auc: 0.908222 valid_1's binary_logloss: 0.316739
[84] valid_0's auc: 0.933816 valid_0's binary_logloss: 0.278899 valid_1's auc: 0.908321 valid_1's binary_logloss: 0.3166
[85] valid_0's auc: 0.934142 valid_0's binary_logloss: 0.278344 valid_1's auc: 0.908276 valid_1's binary_logloss: 0.31665
[86] valid_0's auc: 0.934471 valid_0's binary_logloss: 0.27782 valid_1's auc: 0.908203 valid_1's binary_logloss: 0.316755
[87] valid_0's auc: 0.934733 valid_0's binary_logloss: 0.277346 valid_1's auc: 0.908141 valid_1's binary_logloss: 0.316871
[88] valid_0's auc: 0.934983 valid_0's binary_logloss: 0.276943 valid_1's auc: 0.908135 valid_1's binary_logloss: 0.3169
[89] valid_0's auc: 0.935247 valid_0's binary_logloss: 0.276471 valid_1's auc: 0.90804 valid_1's binary_logloss: 0.317069
[90] valid_0's auc: 0.935511 valid_0's binary_logloss: 0.276014 valid_1's auc: 0.908094 valid_1's binary_logloss: 0.31701
[91] valid_0's auc: 0.935772 valid_0's binary_logloss: 0.275588 valid_1's auc: 0.907886 valid_1's binary_logloss: 0.317343
[92] valid_0's auc: 0.935945 valid_0's binary_logloss: 0.275249 valid_1's auc: 0.90796 valid_1's binary_logloss: 0.317233
[93] valid_0's auc: 0.936189 valid_0's binary_logloss: 0.274811 valid_1's auc: 0.907927 valid_1's binary_logloss: 0.317334
[94] valid_0's auc: 0.936458 valid_0's binary_logloss: 0.274334 valid_1's auc: 0.907757 valid_1's binary_logloss: 0.317608
[95] valid_0's auc: 0.936693 valid_0's binary_logloss: 0.273914 valid_1's auc: 0.907818 valid_1's binary_logloss: 0.317529
[96] valid_0's auc: 0.936969 valid_0's binary_logloss: 0.273441 valid_1's auc: 0.907825 valid_1's binary_logloss: 0.317536
[97] valid_0's auc: 0.937284 valid_0's binary_logloss: 0.272902 valid_1's auc: 0.907795 valid_1's binary_logloss: 0.317582
[98] valid_0's auc: 0.9375 valid_0's binary_logloss: 0.272531 valid_1's auc: 0.907882 valid_1's binary_logloss: 0.317457
[99] valid_0's auc: 0.937685 valid_0's binary_logloss: 0.27218 valid_1's auc: 0.907937 valid_1's binary_logloss: 0.31741
[100] valid_0's auc: 0.937882 valid_0's binary_logloss: 0.271823 valid_1's auc: 0.907858 valid_1's binary_logloss: 0.317571
[101] valid_0's auc: 0.938136 valid_0's binary_logloss: 0.271393 valid_1's auc: 0.907792 valid_1's binary_logloss: 0.317691
[102] valid_0's auc: 0.938405 valid_0's binary_logloss: 0.2709 valid_1's auc: 0.907839 valid_1's binary_logloss: 0.317649
[103] valid_0's auc: 0.938527 valid_0's binary_logloss: 0.270661 valid_1's auc: 0.907828 valid_1's binary_logloss: 0.317663
[104] valid_0's auc: 0.938881 valid_0's binary_logloss: 0.270075 valid_1's auc: 0.907805 valid_1's binary_logloss: 0.31769
[105] valid_0's auc: 0.939169 valid_0's binary_logloss: 0.269567 valid_1's auc: 0.907687 valid_1's binary_logloss: 0.317883
[106] valid_0's auc: 0.939411 valid_0's binary_logloss: 0.269135 valid_1's auc: 0.907587 valid_1's binary_logloss: 0.318056
[107] valid_0's auc: 0.93957 valid_0's binary_logloss: 0.26885 valid_1's auc: 0.907556 valid_1's binary_logloss: 0.318144
[108] valid_0's auc: 0.939791 valid_0's binary_logloss: 0.268429 valid_1's auc: 0.907508 valid_1's binary_logloss: 0.318241
[109] valid_0's auc: 0.939985 valid_0's binary_logloss: 0.268097 valid_1's auc: 0.907494 valid_1's binary_logloss: 0.318289
[110] valid_0's auc: 0.940246 valid_0's binary_logloss: 0.267644 valid_1's auc: 0.907512 valid_1's binary_logloss: 0.318286
[111] valid_0's auc: 0.940427 valid_0's binary_logloss: 0.267298 valid_1's auc: 0.907518 valid_1's binary_logloss: 0.318282
[112] valid_0's auc: 0.940611 valid_0's binary_logloss: 0.266964 valid_1's auc: 0.907444 valid_1's binary_logloss: 0.318432
[113] valid_0's auc: 0.940817 valid_0's binary_logloss: 0.266597 valid_1's auc: 0.907376 valid_1's binary_logloss: 0.318552
[114] valid_0's auc: 0.941022 valid_0's binary_logloss: 0.26619 valid_1's auc: 0.907316 valid_1's binary_logloss: 0.318675
[115] valid_0's auc: 0.941189 valid_0's binary_logloss: 0.265891 valid_1's auc: 0.907221 valid_1's binary_logloss: 0.318873
[116] valid_0's auc: 0.941416 valid_0's binary_logloss: 0.265491 valid_1's auc: 0.907157 valid_1's binary_logloss: 0.318999
[117] valid_0's auc: 0.941581 valid_0's binary_logloss: 0.265203 valid_1's auc: 0.907102 valid_1's binary_logloss: 0.319127
[118] valid_0's auc: 0.941764 valid_0's binary_logloss: 0.264857 valid_1's auc: 0.906981 valid_1's binary_logloss: 0.319351
[119] valid_0's auc: 0.941961 valid_0's binary_logloss: 0.264515 valid_1's auc: 0.906973 valid_1's binary_logloss: 0.31941
[120] valid_0's auc: 0.942167 valid_0's binary_logloss: 0.264112 valid_1's auc: 0.906999 valid_1's binary_logloss: 0.319384
[121] valid_0's auc: 0.942449 valid_0's binary_logloss: 0.263633 valid_1's auc: 0.906844 valid_1's binary_logloss: 0.31974
[122] valid_0's auc: 0.942589 valid_0's binary_logloss: 0.263307 valid_1's auc: 0.906764 valid_1's binary_logloss: 0.319956
[123] valid_0's auc: 0.942759 valid_0's binary_logloss: 0.263017 valid_1's auc: 0.906711 valid_1's binary_logloss: 0.319992
[124] valid_0's auc: 0.942957 valid_0's binary_logloss: 0.26267 valid_1's auc: 0.9068 valid_1's binary_logloss: 0.3199
[125] valid_0's auc: 0.943108 valid_0's binary_logloss: 0.262386 valid_1's auc: 0.906768 valid_1's binary_logloss: 0.319971
[126] valid_0's auc: 0.94336 valid_0's binary_logloss: 0.261907 valid_1's auc: 0.906729 valid_1's binary_logloss: 0.320052
[127] valid_0's auc: 0.943581 valid_0's binary_logloss: 0.261486 valid_1's auc: 0.906791 valid_1's binary_logloss: 0.319981
[128] valid_0's auc: 0.9437 valid_0's binary_logloss: 0.261242 valid_1's auc: 0.906715 valid_1's binary_logloss: 0.320109
[129] valid_0's auc: 0.943848 valid_0's binary_logloss: 0.260956 valid_1's auc: 0.906648 valid_1's binary_logloss: 0.320251
[130] valid_0's auc: 0.944112 valid_0's binary_logloss: 0.260507 valid_1's auc: 0.906714 valid_1's binary_logloss: 0.320192
[131] valid_0's auc: 0.944264 valid_0's binary_logloss: 0.260233 valid_1's auc: 0.906735 valid_1's binary_logloss: 0.320171
[132] valid_0's auc: 0.944414 valid_0's binary_logloss: 0.259948 valid_1's auc: 0.906679 valid_1's binary_logloss: 0.320298
[133] valid_0's auc: 0.944524 valid_0's binary_logloss: 0.25974 valid_1's auc: 0.906678 valid_1's binary_logloss: 0.320256
[134] valid_0's auc: 0.944779 valid_0's binary_logloss: 0.259299 valid_1's auc: 0.906729 valid_1's binary_logloss: 0.320184
[135] valid_0's auc: 0.944928 valid_0's binary_logloss: 0.259016 valid_1's auc: 0.906739 valid_1's binary_logloss: 0.32021
[136] valid_0's auc: 0.945016 valid_0's binary_logloss: 0.258823 valid_1's auc: 0.906707 valid_1's binary_logloss: 0.320319
[137] valid_0's auc: 0.945186 valid_0's binary_logloss: 0.258479 valid_1's auc: 0.906629 valid_1's binary_logloss: 0.32051
[138] valid_0's auc: 0.945293 valid_0's binary_logloss: 0.258258 valid_1's auc: 0.906617 valid_1's binary_logloss: 0.320569
[139] valid_0's auc: 0.945537 valid_0's binary_logloss: 0.257809 valid_1's auc: 0.906646 valid_1's binary_logloss: 0.320558
[140] valid_0's auc: 0.945752 valid_0's binary_logloss: 0.257418 valid_1's auc: 0.90646 valid_1's binary_logloss: 0.320913
[141] valid_0's auc: 0.945873 valid_0's binary_logloss: 0.257134 valid_1's auc: 0.906449 valid_1's binary_logloss: 0.320996
[142] valid_0's auc: 0.945985 valid_0's binary_logloss: 0.256925 valid_1's auc: 0.906314 valid_1's binary_logloss: 0.321262
Early stopping, best iteration is:
[42] valid_0's auc: 0.920955 valid_0's binary_logloss: 0.302692 valid_1's auc: 0.909832 valid_1's binary_logloss: 0.315004
[1] valid_0's auc: 0.887249 valid_0's binary_logloss: 0.517046 valid_1's auc: 0.892969 valid_1's binary_logloss: 0.508431
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.889524 valid_0's binary_logloss: 0.488088 valid_1's auc: 0.89592 valid_1's binary_logloss: 0.478873
[3] valid_0's auc: 0.891571 valid_0's binary_logloss: 0.464744 valid_1's auc: 0.896177 valid_1's binary_logloss: 0.455472
[4] valid_0's auc: 0.893868 valid_0's binary_logloss: 0.445249 valid_1's auc: 0.897585 valid_1's binary_logloss: 0.43623
[5] valid_0's auc: 0.897186 valid_0's binary_logloss: 0.429114 valid_1's auc: 0.900745 valid_1's binary_logloss: 0.419804
[6] valid_0's auc: 0.898078 valid_0's binary_logloss: 0.415466 valid_1's auc: 0.901242 valid_1's binary_logloss: 0.406401
[7] valid_0's auc: 0.899398 valid_0's binary_logloss: 0.403794 valid_1's auc: 0.90246 valid_1's binary_logloss: 0.394732
[8] valid_0's auc: 0.900616 valid_0's binary_logloss: 0.393732 valid_1's auc: 0.902926 valid_1's binary_logloss: 0.385104
[9] valid_0's auc: 0.901282 valid_0's binary_logloss: 0.384962 valid_1's auc: 0.903761 valid_1's binary_logloss: 0.376423
[10] valid_0's auc: 0.902116 valid_0's binary_logloss: 0.377268 valid_1's auc: 0.903857 valid_1's binary_logloss: 0.369348
[11] valid_0's auc: 0.902911 valid_0's binary_logloss: 0.370559 valid_1's auc: 0.90371 valid_1's binary_logloss: 0.36337
[12] valid_0's auc: 0.903892 valid_0's binary_logloss: 0.364523 valid_1's auc: 0.904465 valid_1's binary_logloss: 0.357744
[13] valid_0's auc: 0.904864 valid_0's binary_logloss: 0.359224 valid_1's auc: 0.904853 valid_1's binary_logloss: 0.352978
[14] valid_0's auc: 0.905535 valid_0's binary_logloss: 0.354517 valid_1's auc: 0.905195 valid_1's binary_logloss: 0.348745
[15] valid_0's auc: 0.906247 valid_0's binary_logloss: 0.350292 valid_1's auc: 0.905529 valid_1's binary_logloss: 0.345032
[16] valid_0's auc: 0.906797 valid_0's binary_logloss: 0.346472 valid_1's auc: 0.905953 valid_1's binary_logloss: 0.341776
[17] valid_0's auc: 0.907358 valid_0's binary_logloss: 0.343123 valid_1's auc: 0.906447 valid_1's binary_logloss: 0.338822
[18] valid_0's auc: 0.908033 valid_0's binary_logloss: 0.339924 valid_1's auc: 0.906787 valid_1's binary_logloss: 0.336244
[19] valid_0's auc: 0.90894 valid_0's binary_logloss: 0.336948 valid_1's auc: 0.906907 valid_1's binary_logloss: 0.334159
[20] valid_0's auc: 0.909391 valid_0's binary_logloss: 0.334429 valid_1's auc: 0.907131 valid_1's binary_logloss: 0.33207
[21] valid_0's auc: 0.910056 valid_0's binary_logloss: 0.332011 valid_1's auc: 0.90702 valid_1's binary_logloss: 0.330628
[22] valid_0's auc: 0.910577 valid_0's binary_logloss: 0.329834 valid_1's auc: 0.907394 valid_1's binary_logloss: 0.328778
[23] valid_0's auc: 0.911226 valid_0's binary_logloss: 0.32774 valid_1's auc: 0.90738 valid_1's binary_logloss: 0.32746
[24] valid_0's auc: 0.911924 valid_0's binary_logloss: 0.325717 valid_1's auc: 0.907391 valid_1's binary_logloss: 0.326361
[25] valid_0's auc: 0.912617 valid_0's binary_logloss: 0.323749 valid_1's auc: 0.907639 valid_1's binary_logloss: 0.325176
[26] valid_0's auc: 0.913165 valid_0's binary_logloss: 0.322012 valid_1's auc: 0.907708 valid_1's binary_logloss: 0.324169
[27] valid_0's auc: 0.913655 valid_0's binary_logloss: 0.320373 valid_1's auc: 0.907891 valid_1's binary_logloss: 0.323092
[28] valid_0's auc: 0.914286 valid_0's binary_logloss: 0.318824 valid_1's auc: 0.907861 valid_1's binary_logloss: 0.322584
[29] valid_0's auc: 0.914847 valid_0's binary_logloss: 0.317292 valid_1's auc: 0.908126 valid_1's binary_logloss: 0.321611
[30] valid_0's auc: 0.915298 valid_0's binary_logloss: 0.315967 valid_1's auc: 0.908059 valid_1's binary_logloss: 0.321195
[31] valid_0's auc: 0.915775 valid_0's binary_logloss: 0.314611 valid_1's auc: 0.908015 valid_1's binary_logloss: 0.320673
[32] valid_0's auc: 0.91635 valid_0's binary_logloss: 0.313328 valid_1's auc: 0.908011 valid_1's binary_logloss: 0.320335
[33] valid_0's auc: 0.916807 valid_0's binary_logloss: 0.312169 valid_1's auc: 0.908099 valid_1's binary_logloss: 0.319871
[34] valid_0's auc: 0.917257 valid_0's binary_logloss: 0.311013 valid_1's auc: 0.908253 valid_1's binary_logloss: 0.319253
[35] valid_0's auc: 0.917787 valid_0's binary_logloss: 0.309842 valid_1's auc: 0.908178 valid_1's binary_logloss: 0.31912
[36] valid_0's auc: 0.918288 valid_0's binary_logloss: 0.308697 valid_1's auc: 0.908109 valid_1's binary_logloss: 0.318934
[37] valid_0's auc: 0.918804 valid_0's binary_logloss: 0.307571 valid_1's auc: 0.907999 valid_1's binary_logloss: 0.318877
[38] valid_0's auc: 0.919173 valid_0's binary_logloss: 0.3067 valid_1's auc: 0.907944 valid_1's binary_logloss: 0.318701
[39] valid_0's auc: 0.919557 valid_0's binary_logloss: 0.305783 valid_1's auc: 0.907894 valid_1's binary_logloss: 0.318635
[40] valid_0's auc: 0.919943 valid_0's binary_logloss: 0.304916 valid_1's auc: 0.907979 valid_1's binary_logloss: 0.318348
[41] valid_0's auc: 0.92037 valid_0's binary_logloss: 0.304024 valid_1's auc: 0.907966 valid_1's binary_logloss: 0.318249
[42] valid_0's auc: 0.920893 valid_0's binary_logloss: 0.302996 valid_1's auc: 0.908023 valid_1's binary_logloss: 0.318068
[43] valid_0's auc: 0.92124 valid_0's binary_logloss: 0.302253 valid_1's auc: 0.907942 valid_1's binary_logloss: 0.318081
[44] valid_0's auc: 0.921609 valid_0's binary_logloss: 0.301468 valid_1's auc: 0.908001 valid_1's binary_logloss: 0.317883
[45] valid_0's auc: 0.922075 valid_0's binary_logloss: 0.30058 valid_1's auc: 0.907876 valid_1's binary_logloss: 0.318003
[46] valid_0's auc: 0.922551 valid_0's binary_logloss: 0.29974 valid_1's auc: 0.907752 valid_1's binary_logloss: 0.318115
[47] valid_0's auc: 0.922922 valid_0's binary_logloss: 0.298977 valid_1's auc: 0.907693 valid_1's binary_logloss: 0.318092
[48] valid_0's auc: 0.923285 valid_0's binary_logloss: 0.29826 valid_1's auc: 0.907499 valid_1's binary_logloss: 0.318308
[49] valid_0's auc: 0.923627 valid_0's binary_logloss: 0.297577 valid_1's auc: 0.90755 valid_1's binary_logloss: 0.318111
[50] valid_0's auc: 0.923986 valid_0's binary_logloss: 0.296898 valid_1's auc: 0.907649 valid_1's binary_logloss: 0.31796
[51] valid_0's auc: 0.924293 valid_0's binary_logloss: 0.296269 valid_1's auc: 0.907599 valid_1's binary_logloss: 0.318015
[52] valid_0's auc: 0.924596 valid_0's binary_logloss: 0.295708 valid_1's auc: 0.907622 valid_1's binary_logloss: 0.317926
[53] valid_0's auc: 0.924934 valid_0's binary_logloss: 0.295119 valid_1's auc: 0.907669 valid_1's binary_logloss: 0.317825
[54] valid_0's auc: 0.925235 valid_0's binary_logloss: 0.29458 valid_1's auc: 0.907473 valid_1's binary_logloss: 0.31809
[55] valid_0's auc: 0.92551 valid_0's binary_logloss: 0.29404 valid_1's auc: 0.90748 valid_1's binary_logloss: 0.318061
[56] valid_0's auc: 0.925816 valid_0's binary_logloss: 0.293478 valid_1's auc: 0.907316 valid_1's binary_logloss: 0.318303
[57] valid_0's auc: 0.926154 valid_0's binary_logloss: 0.292838 valid_1's auc: 0.907253 valid_1's binary_logloss: 0.318391
[58] valid_0's auc: 0.926504 valid_0's binary_logloss: 0.292189 valid_1's auc: 0.907239 valid_1's binary_logloss: 0.318414
[59] valid_0's auc: 0.926985 valid_0's binary_logloss: 0.291366 valid_1's auc: 0.907139 valid_1's binary_logloss: 0.318608
[60] valid_0's auc: 0.927304 valid_0's binary_logloss: 0.290795 valid_1's auc: 0.907005 valid_1's binary_logloss: 0.318809
[61] valid_0's auc: 0.927553 valid_0's binary_logloss: 0.290337 valid_1's auc: 0.906991 valid_1's binary_logloss: 0.318832
[62] valid_0's auc: 0.927852 valid_0's binary_logloss: 0.289838 valid_1's auc: 0.906952 valid_1's binary_logloss: 0.318876
[63] valid_0's auc: 0.928145 valid_0's binary_logloss: 0.289317 valid_1's auc: 0.907064 valid_1's binary_logloss: 0.3187
[64] valid_0's auc: 0.928418 valid_0's binary_logloss: 0.288819 valid_1's auc: 0.907125 valid_1's binary_logloss: 0.318568
[65] valid_0's auc: 0.9287 valid_0's binary_logloss: 0.288286 valid_1's auc: 0.907162 valid_1's binary_logloss: 0.318489
[66] valid_0's auc: 0.928994 valid_0's binary_logloss: 0.287769 valid_1's auc: 0.907155 valid_1's binary_logloss: 0.318518
[67] valid_0's auc: 0.9293 valid_0's binary_logloss: 0.287216 valid_1's auc: 0.907038 valid_1's binary_logloss: 0.318722
[68] valid_0's auc: 0.929655 valid_0's binary_logloss: 0.286583 valid_1's auc: 0.906888 valid_1's binary_logloss: 0.319015
[69] valid_0's auc: 0.929913 valid_0's binary_logloss: 0.286077 valid_1's auc: 0.906835 valid_1's binary_logloss: 0.319125
[70] valid_0's auc: 0.930233 valid_0's binary_logloss: 0.285539 valid_1's auc: 0.906807 valid_1's binary_logloss: 0.319226
[71] valid_0's auc: 0.930568 valid_0's binary_logloss: 0.284961 valid_1's auc: 0.906803 valid_1's binary_logloss: 0.319246
[72] valid_0's auc: 0.930792 valid_0's binary_logloss: 0.284562 valid_1's auc: 0.906777 valid_1's binary_logloss: 0.319288
[73] valid_0's auc: 0.931085 valid_0's binary_logloss: 0.284042 valid_1's auc: 0.906801 valid_1's binary_logloss: 0.319209
[74] valid_0's auc: 0.931332 valid_0's binary_logloss: 0.283569 valid_1's auc: 0.906751 valid_1's binary_logloss: 0.319299
[75] valid_0's auc: 0.931579 valid_0's binary_logloss: 0.283123 valid_1's auc: 0.906647 valid_1's binary_logloss: 0.319509
[76] valid_0's auc: 0.931918 valid_0's binary_logloss: 0.282493 valid_1's auc: 0.906543 valid_1's binary_logloss: 0.319702
[77] valid_0's auc: 0.932194 valid_0's binary_logloss: 0.282015 valid_1's auc: 0.906574 valid_1's binary_logloss: 0.31965
[78] valid_0's auc: 0.932473 valid_0's binary_logloss: 0.28153 valid_1's auc: 0.906418 valid_1's binary_logloss: 0.319889
[79] valid_0's auc: 0.932754 valid_0's binary_logloss: 0.281033 valid_1's auc: 0.906417 valid_1's binary_logloss: 0.31994
[80] valid_0's auc: 0.9331 valid_0's binary_logloss: 0.28045 valid_1's auc: 0.906488 valid_1's binary_logloss: 0.319837
[81] valid_0's auc: 0.933319 valid_0's binary_logloss: 0.280032 valid_1's auc: 0.906392 valid_1's binary_logloss: 0.320006
[82] valid_0's auc: 0.933574 valid_0's binary_logloss: 0.279565 valid_1's auc: 0.906399 valid_1's binary_logloss: 0.319974
[83] valid_0's auc: 0.933815 valid_0's binary_logloss: 0.279124 valid_1's auc: 0.90638 valid_1's binary_logloss: 0.319972
[84] valid_0's auc: 0.934054 valid_0's binary_logloss: 0.278694 valid_1's auc: 0.9064 valid_1's binary_logloss: 0.319972
[85] valid_0's auc: 0.934305 valid_0's binary_logloss: 0.278245 valid_1's auc: 0.906362 valid_1's binary_logloss: 0.32008
[86] valid_0's auc: 0.934492 valid_0's binary_logloss: 0.277864 valid_1's auc: 0.906283 valid_1's binary_logloss: 0.320265
[87] valid_0's auc: 0.934723 valid_0's binary_logloss: 0.277446 valid_1's auc: 0.906271 valid_1's binary_logloss: 0.320322
[88] valid_0's auc: 0.934947 valid_0's binary_logloss: 0.277032 valid_1's auc: 0.906283 valid_1's binary_logloss: 0.320297
[89] valid_0's auc: 0.935136 valid_0's binary_logloss: 0.276663 valid_1's auc: 0.906198 valid_1's binary_logloss: 0.32049
[90] valid_0's auc: 0.935346 valid_0's binary_logloss: 0.276287 valid_1's auc: 0.906217 valid_1's binary_logloss: 0.320508
[91] valid_0's auc: 0.935619 valid_0's binary_logloss: 0.275802 valid_1's auc: 0.906303 valid_1's binary_logloss: 0.320356
[92] valid_0's auc: 0.935846 valid_0's binary_logloss: 0.275424 valid_1's auc: 0.906227 valid_1's binary_logloss: 0.320453
[93] valid_0's auc: 0.936065 valid_0's binary_logloss: 0.275032 valid_1's auc: 0.906321 valid_1's binary_logloss: 0.320316
[94] valid_0's auc: 0.936252 valid_0's binary_logloss: 0.274672 valid_1's auc: 0.906233 valid_1's binary_logloss: 0.320518
[95] valid_0's auc: 0.936445 valid_0's binary_logloss: 0.274334 valid_1's auc: 0.906183 valid_1's binary_logloss: 0.320564
[96] valid_0's auc: 0.936672 valid_0's binary_logloss: 0.273923 valid_1's auc: 0.906154 valid_1's binary_logloss: 0.320596
[97] valid_0's auc: 0.936901 valid_0's binary_logloss: 0.273528 valid_1's auc: 0.906089 valid_1's binary_logloss: 0.320762
[98] valid_0's auc: 0.93708 valid_0's binary_logloss: 0.273201 valid_1's auc: 0.90606 valid_1's binary_logloss: 0.320816
[99] valid_0's auc: 0.937283 valid_0's binary_logloss: 0.272835 valid_1's auc: 0.906067 valid_1's binary_logloss: 0.320856
[100] valid_0's auc: 0.937499 valid_0's binary_logloss: 0.272444 valid_1's auc: 0.906046 valid_1's binary_logloss: 0.320926
[101] valid_0's auc: 0.937721 valid_0's binary_logloss: 0.272066 valid_1's auc: 0.906036 valid_1's binary_logloss: 0.320947
[102] valid_0's auc: 0.937963 valid_0's binary_logloss: 0.271618 valid_1's auc: 0.906021 valid_1's binary_logloss: 0.320954
[103] valid_0's auc: 0.938129 valid_0's binary_logloss: 0.271329 valid_1's auc: 0.906037 valid_1's binary_logloss: 0.321011
[104] valid_0's auc: 0.938367 valid_0's binary_logloss: 0.270871 valid_1's auc: 0.905985 valid_1's binary_logloss: 0.32118
[105] valid_0's auc: 0.938537 valid_0's binary_logloss: 0.270548 valid_1's auc: 0.905892 valid_1's binary_logloss: 0.321396
[106] valid_0's auc: 0.938726 valid_0's binary_logloss: 0.27019 valid_1's auc: 0.905895 valid_1's binary_logloss: 0.32139
[107] valid_0's auc: 0.938923 valid_0's binary_logloss: 0.269842 valid_1's auc: 0.905919 valid_1's binary_logloss: 0.321356
[108] valid_0's auc: 0.939075 valid_0's binary_logloss: 0.269579 valid_1's auc: 0.905891 valid_1's binary_logloss: 0.321416
[109] valid_0's auc: 0.939344 valid_0's binary_logloss: 0.269115 valid_1's auc: 0.905922 valid_1's binary_logloss: 0.321438
[110] valid_0's auc: 0.939572 valid_0's binary_logloss: 0.268724 valid_1's auc: 0.905857 valid_1's binary_logloss: 0.321602
[111] valid_0's auc: 0.93982 valid_0's binary_logloss: 0.268267 valid_1's auc: 0.905818 valid_1's binary_logloss: 0.32167
[112] valid_0's auc: 0.940029 valid_0's binary_logloss: 0.267894 valid_1's auc: 0.905707 valid_1's binary_logloss: 0.321826
[113] valid_0's auc: 0.940206 valid_0's binary_logloss: 0.267508 valid_1's auc: 0.905638 valid_1's binary_logloss: 0.321991
[114] valid_0's auc: 0.940462 valid_0's binary_logloss: 0.267049 valid_1's auc: 0.905593 valid_1's binary_logloss: 0.322087
[115] valid_0's auc: 0.940639 valid_0's binary_logloss: 0.266716 valid_1's auc: 0.90557 valid_1's binary_logloss: 0.32215
[116] valid_0's auc: 0.94083 valid_0's binary_logloss: 0.266406 valid_1's auc: 0.905444 valid_1's binary_logloss: 0.322341
[117] valid_0's auc: 0.941021 valid_0's binary_logloss: 0.266029 valid_1's auc: 0.905374 valid_1's binary_logloss: 0.322546
[118] valid_0's auc: 0.941259 valid_0's binary_logloss: 0.265625 valid_1's auc: 0.905347 valid_1's binary_logloss: 0.322609
[119] valid_0's auc: 0.941491 valid_0's binary_logloss: 0.265255 valid_1's auc: 0.905292 valid_1's binary_logloss: 0.322695
[120] valid_0's auc: 0.941711 valid_0's binary_logloss: 0.264853 valid_1's auc: 0.90531 valid_1's binary_logloss: 0.322673
[121] valid_0's auc: 0.941847 valid_0's binary_logloss: 0.264551 valid_1's auc: 0.905391 valid_1's binary_logloss: 0.322663
[122] valid_0's auc: 0.942006 valid_0's binary_logloss: 0.264255 valid_1's auc: 0.905345 valid_1's binary_logloss: 0.322787
[123] valid_0's auc: 0.942171 valid_0's binary_logloss: 0.263909 valid_1's auc: 0.905214 valid_1's binary_logloss: 0.323012
[124] valid_0's auc: 0.942392 valid_0's binary_logloss: 0.263522 valid_1's auc: 0.905208 valid_1's binary_logloss: 0.323058
[125] valid_0's auc: 0.942556 valid_0's binary_logloss: 0.263229 valid_1's auc: 0.905137 valid_1's binary_logloss: 0.323252
[126] valid_0's auc: 0.9427 valid_0's binary_logloss: 0.262933 valid_1's auc: 0.905096 valid_1's binary_logloss: 0.323417
[127] valid_0's auc: 0.94286 valid_0's binary_logloss: 0.262591 valid_1's auc: 0.904998 valid_1's binary_logloss: 0.323675
[128] valid_0's auc: 0.943043 valid_0's binary_logloss: 0.262256 valid_1's auc: 0.904917 valid_1's binary_logloss: 0.323789
[129] valid_0's auc: 0.943206 valid_0's binary_logloss: 0.261946 valid_1's auc: 0.90497 valid_1's binary_logloss: 0.323759
[130] valid_0's auc: 0.943418 valid_0's binary_logloss: 0.261588 valid_1's auc: 0.90479 valid_1's binary_logloss: 0.324096
[131] valid_0's auc: 0.943584 valid_0's binary_logloss: 0.261263 valid_1's auc: 0.90464 valid_1's binary_logloss: 0.324415
[132] valid_0's auc: 0.943738 valid_0's binary_logloss: 0.260986 valid_1's auc: 0.904691 valid_1's binary_logloss: 0.324351
[133] valid_0's auc: 0.943902 valid_0's binary_logloss: 0.260669 valid_1's auc: 0.904688 valid_1's binary_logloss: 0.32437
[134] valid_0's auc: 0.944035 valid_0's binary_logloss: 0.260408 valid_1's auc: 0.904672 valid_1's binary_logloss: 0.324445
Early stopping, best iteration is:
[34] valid_0's auc: 0.917257 valid_0's binary_logloss: 0.311013 valid_1's auc: 0.908253 valid_1's binary_logloss: 0.319253
[1] valid_0's auc: 0.888786 valid_0's binary_logloss: 0.516801 valid_1's auc: 0.894376 valid_1's binary_logloss: 0.508215
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.892051 valid_0's binary_logloss: 0.487909 valid_1's auc: 0.897516 valid_1's binary_logloss: 0.478613
[3] valid_0's auc: 0.892499 valid_0's binary_logloss: 0.464939 valid_1's auc: 0.897999 valid_1's binary_logloss: 0.455284
[4] valid_0's auc: 0.893544 valid_0's binary_logloss: 0.445997 valid_1's auc: 0.898579 valid_1's binary_logloss: 0.43625
[5] valid_0's auc: 0.897183 valid_0's binary_logloss: 0.429801 valid_1's auc: 0.901802 valid_1's binary_logloss: 0.419978
[6] valid_0's auc: 0.898312 valid_0's binary_logloss: 0.416121 valid_1's auc: 0.902211 valid_1's binary_logloss: 0.406386
[7] valid_0's auc: 0.899236 valid_0's binary_logloss: 0.40443 valid_1's auc: 0.902787 valid_1's binary_logloss: 0.394757
[8] valid_0's auc: 0.899639 valid_0's binary_logloss: 0.394315 valid_1's auc: 0.90375 valid_1's binary_logloss: 0.384547
[9] valid_0's auc: 0.900834 valid_0's binary_logloss: 0.38557 valid_1's auc: 0.904192 valid_1's binary_logloss: 0.376078
[10] valid_0's auc: 0.901746 valid_0's binary_logloss: 0.377945 valid_1's auc: 0.904481 valid_1's binary_logloss: 0.368806
[11] valid_0's auc: 0.90252 valid_0's binary_logloss: 0.371205 valid_1's auc: 0.904908 valid_1's binary_logloss: 0.362532
[12] valid_0's auc: 0.903208 valid_0's binary_logloss: 0.365265 valid_1's auc: 0.905106 valid_1's binary_logloss: 0.35705
[13] valid_0's auc: 0.904384 valid_0's binary_logloss: 0.359865 valid_1's auc: 0.90581 valid_1's binary_logloss: 0.352017
[14] valid_0's auc: 0.905128 valid_0's binary_logloss: 0.355111 valid_1's auc: 0.905975 valid_1's binary_logloss: 0.347824
[15] valid_0's auc: 0.905705 valid_0's binary_logloss: 0.350793 valid_1's auc: 0.906472 valid_1's binary_logloss: 0.343996
[16] valid_0's auc: 0.906417 valid_0's binary_logloss: 0.34692 valid_1's auc: 0.907106 valid_1's binary_logloss: 0.340538
[17] valid_0's auc: 0.906991 valid_0's binary_logloss: 0.343486 valid_1's auc: 0.907413 valid_1's binary_logloss: 0.337566
[18] valid_0's auc: 0.907685 valid_0's binary_logloss: 0.3403 valid_1's auc: 0.907541 valid_1's binary_logloss: 0.335193
[19] valid_0's auc: 0.908697 valid_0's binary_logloss: 0.33718 valid_1's auc: 0.907662 valid_1's binary_logloss: 0.332963
[20] valid_0's auc: 0.909236 valid_0's binary_logloss: 0.334664 valid_1's auc: 0.907698 valid_1's binary_logloss: 0.331169
[21] valid_0's auc: 0.909946 valid_0's binary_logloss: 0.332149 valid_1's auc: 0.907765 valid_1's binary_logloss: 0.329395
[22] valid_0's auc: 0.91055 valid_0's binary_logloss: 0.329865 valid_1's auc: 0.907693 valid_1's binary_logloss: 0.327991
[23] valid_0's auc: 0.911096 valid_0's binary_logloss: 0.327761 valid_1's auc: 0.907887 valid_1's binary_logloss: 0.326502
[24] valid_0's auc: 0.911622 valid_0's binary_logloss: 0.325895 valid_1's auc: 0.907813 valid_1's binary_logloss: 0.325328
[25] valid_0's auc: 0.912289 valid_0's binary_logloss: 0.324032 valid_1's auc: 0.907784 valid_1's binary_logloss: 0.324371
[26] valid_0's auc: 0.912815 valid_0's binary_logloss: 0.32235 valid_1's auc: 0.908048 valid_1's binary_logloss: 0.323317
[27] valid_0's auc: 0.91329 valid_0's binary_logloss: 0.320853 valid_1's auc: 0.908322 valid_1's binary_logloss: 0.322224
[28] valid_0's auc: 0.913917 valid_0's binary_logloss: 0.319217 valid_1's auc: 0.908533 valid_1's binary_logloss: 0.321302
[29] valid_0's auc: 0.914402 valid_0's binary_logloss: 0.317782 valid_1's auc: 0.908546 valid_1's binary_logloss: 0.320602
[30] valid_0's auc: 0.915019 valid_0's binary_logloss: 0.316293 valid_1's auc: 0.908829 valid_1's binary_logloss: 0.319785
[31] valid_0's auc: 0.915387 valid_0's binary_logloss: 0.315067 valid_1's auc: 0.909007 valid_1's binary_logloss: 0.319032
[32] valid_0's auc: 0.91583 valid_0's binary_logloss: 0.31384 valid_1's auc: 0.909138 valid_1's binary_logloss: 0.318339
[33] valid_0's auc: 0.916354 valid_0's binary_logloss: 0.312538 valid_1's auc: 0.909011 valid_1's binary_logloss: 0.318132
[34] valid_0's auc: 0.916802 valid_0's binary_logloss: 0.311432 valid_1's auc: 0.909175 valid_1's binary_logloss: 0.317532
[35] valid_0's auc: 0.917239 valid_0's binary_logloss: 0.310354 valid_1's auc: 0.909012 valid_1's binary_logloss: 0.31753
[36] valid_0's auc: 0.917734 valid_0's binary_logloss: 0.309295 valid_1's auc: 0.908956 valid_1's binary_logloss: 0.317387
[37] valid_0's auc: 0.918224 valid_0's binary_logloss: 0.308235 valid_1's auc: 0.908942 valid_1's binary_logloss: 0.317161
[38] valid_0's auc: 0.918653 valid_0's binary_logloss: 0.307231 valid_1's auc: 0.908973 valid_1's binary_logloss: 0.316889
[39] valid_0's auc: 0.919059 valid_0's binary_logloss: 0.306309 valid_1's auc: 0.908841 valid_1's binary_logloss: 0.316821
[40] valid_0's auc: 0.919502 valid_0's binary_logloss: 0.305317 valid_1's auc: 0.908904 valid_1's binary_logloss: 0.316604
[41] valid_0's auc: 0.919946 valid_0's binary_logloss: 0.30441 valid_1's auc: 0.908979 valid_1's binary_logloss: 0.316364
[42] valid_0's auc: 0.920401 valid_0's binary_logloss: 0.303521 valid_1's auc: 0.908988 valid_1's binary_logloss: 0.316205
[43] valid_0's auc: 0.920804 valid_0's binary_logloss: 0.302725 valid_1's auc: 0.908967 valid_1's binary_logloss: 0.316131
[44] valid_0's auc: 0.921189 valid_0's binary_logloss: 0.301906 valid_1's auc: 0.908826 valid_1's binary_logloss: 0.316251
[45] valid_0's auc: 0.921589 valid_0's binary_logloss: 0.30112 valid_1's auc: 0.908796 valid_1's binary_logloss: 0.316257
[46] valid_0's auc: 0.922026 valid_0's binary_logloss: 0.300273 valid_1's auc: 0.908626 valid_1's binary_logloss: 0.316418
[47] valid_0's auc: 0.92249 valid_0's binary_logloss: 0.299381 valid_1's auc: 0.908726 valid_1's binary_logloss: 0.316232
[48] valid_0's auc: 0.922875 valid_0's binary_logloss: 0.298649 valid_1's auc: 0.908638 valid_1's binary_logloss: 0.316235
[49] valid_0's auc: 0.923227 valid_0's binary_logloss: 0.297966 valid_1's auc: 0.908616 valid_1's binary_logloss: 0.316207
[50] valid_0's auc: 0.923544 valid_0's binary_logloss: 0.297361 valid_1's auc: 0.908662 valid_1's binary_logloss: 0.316117
[51] valid_0's auc: 0.923934 valid_0's binary_logloss: 0.296621 valid_1's auc: 0.908631 valid_1's binary_logloss: 0.316127
[52] valid_0's auc: 0.924327 valid_0's binary_logloss: 0.295876 valid_1's auc: 0.908623 valid_1's binary_logloss: 0.316091
[53] valid_0's auc: 0.924725 valid_0's binary_logloss: 0.295209 valid_1's auc: 0.908666 valid_1's binary_logloss: 0.316003
[54] valid_0's auc: 0.925046 valid_0's binary_logloss: 0.294597 valid_1's auc: 0.908572 valid_1's binary_logloss: 0.316123
[55] valid_0's auc: 0.925369 valid_0's binary_logloss: 0.293972 valid_1's auc: 0.908567 valid_1's binary_logloss: 0.316114
[56] valid_0's auc: 0.925579 valid_0's binary_logloss: 0.293536 valid_1's auc: 0.908619 valid_1's binary_logloss: 0.316026
[57] valid_0's auc: 0.925931 valid_0's binary_logloss: 0.292928 valid_1's auc: 0.908644 valid_1's binary_logloss: 0.316013
[58] valid_0's auc: 0.926224 valid_0's binary_logloss: 0.292399 valid_1's auc: 0.908595 valid_1's binary_logloss: 0.316039
[59] valid_0's auc: 0.926538 valid_0's binary_logloss: 0.291827 valid_1's auc: 0.908602 valid_1's binary_logloss: 0.31605
[60] valid_0's auc: 0.926954 valid_0's binary_logloss: 0.291086 valid_1's auc: 0.908445 valid_1's binary_logloss: 0.31629
[61] valid_0's auc: 0.92723 valid_0's binary_logloss: 0.290576 valid_1's auc: 0.908429 valid_1's binary_logloss: 0.31632
[62] valid_0's auc: 0.927503 valid_0's binary_logloss: 0.290072 valid_1's auc: 0.908419 valid_1's binary_logloss: 0.316357
[63] valid_0's auc: 0.927803 valid_0's binary_logloss: 0.289538 valid_1's auc: 0.908349 valid_1's binary_logloss: 0.316468
[64] valid_0's auc: 0.928077 valid_0's binary_logloss: 0.288985 valid_1's auc: 0.908296 valid_1's binary_logloss: 0.316546
[65] valid_0's auc: 0.928388 valid_0's binary_logloss: 0.288457 valid_1's auc: 0.908297 valid_1's binary_logloss: 0.316546
[66] valid_0's auc: 0.928733 valid_0's binary_logloss: 0.287876 valid_1's auc: 0.908202 valid_1's binary_logloss: 0.316669
[67] valid_0's auc: 0.929049 valid_0's binary_logloss: 0.287345 valid_1's auc: 0.908191 valid_1's binary_logloss: 0.316665
[68] valid_0's auc: 0.929419 valid_0's binary_logloss: 0.286763 valid_1's auc: 0.908169 valid_1's binary_logloss: 0.316757
[69] valid_0's auc: 0.929715 valid_0's binary_logloss: 0.286234 valid_1's auc: 0.908156 valid_1's binary_logloss: 0.316807
[70] valid_0's auc: 0.929892 valid_0's binary_logloss: 0.285859 valid_1's auc: 0.908141 valid_1's binary_logloss: 0.316831
[71] valid_0's auc: 0.930167 valid_0's binary_logloss: 0.285375 valid_1's auc: 0.90812 valid_1's binary_logloss: 0.316851
[72] valid_0's auc: 0.930415 valid_0's binary_logloss: 0.284952 valid_1's auc: 0.908137 valid_1's binary_logloss: 0.31689
[73] valid_0's auc: 0.930696 valid_0's binary_logloss: 0.284465 valid_1's auc: 0.908214 valid_1's binary_logloss: 0.316772
[74] valid_0's auc: 0.930906 valid_0's binary_logloss: 0.284044 valid_1's auc: 0.908148 valid_1's binary_logloss: 0.316901
[75] valid_0's auc: 0.93114 valid_0's binary_logloss: 0.283662 valid_1's auc: 0.908138 valid_1's binary_logloss: 0.31691
[76] valid_0's auc: 0.931411 valid_0's binary_logloss: 0.283182 valid_1's auc: 0.908085 valid_1's binary_logloss: 0.31702
[77] valid_0's auc: 0.931698 valid_0's binary_logloss: 0.282703 valid_1's auc: 0.907998 valid_1's binary_logloss: 0.317124
[78] valid_0's auc: 0.931918 valid_0's binary_logloss: 0.282304 valid_1's auc: 0.9079 valid_1's binary_logloss: 0.317312
[79] valid_0's auc: 0.932224 valid_0's binary_logloss: 0.28178 valid_1's auc: 0.907724 valid_1's binary_logloss: 0.317566
[80] valid_0's auc: 0.932421 valid_0's binary_logloss: 0.281403 valid_1's auc: 0.907716 valid_1's binary_logloss: 0.317591
[81] valid_0's auc: 0.932605 valid_0's binary_logloss: 0.281048 valid_1's auc: 0.907662 valid_1's binary_logloss: 0.317643
[82] valid_0's auc: 0.932886 valid_0's binary_logloss: 0.280521 valid_1's auc: 0.907624 valid_1's binary_logloss: 0.31769
[83] valid_0's auc: 0.933196 valid_0's binary_logloss: 0.279997 valid_1's auc: 0.907671 valid_1's binary_logloss: 0.317635
[84] valid_0's auc: 0.933477 valid_0's binary_logloss: 0.279501 valid_1's auc: 0.907687 valid_1's binary_logloss: 0.317667
[85] valid_0's auc: 0.933728 valid_0's binary_logloss: 0.279039 valid_1's auc: 0.907616 valid_1's binary_logloss: 0.317781
[86] valid_0's auc: 0.933976 valid_0's binary_logloss: 0.278647 valid_1's auc: 0.907367 valid_1's binary_logloss: 0.318148
[87] valid_0's auc: 0.934289 valid_0's binary_logloss: 0.278067 valid_1's auc: 0.907425 valid_1's binary_logloss: 0.318076
[88] valid_0's auc: 0.934453 valid_0's binary_logloss: 0.277729 valid_1's auc: 0.907298 valid_1's binary_logloss: 0.318265
[89] valid_0's auc: 0.934682 valid_0's binary_logloss: 0.277329 valid_1's auc: 0.907239 valid_1's binary_logloss: 0.318361
[90] valid_0's auc: 0.935014 valid_0's binary_logloss: 0.276763 valid_1's auc: 0.907298 valid_1's binary_logloss: 0.318282
[91] valid_0's auc: 0.935164 valid_0's binary_logloss: 0.276458 valid_1's auc: 0.90724 valid_1's binary_logloss: 0.318411
[92] valid_0's auc: 0.935467 valid_0's binary_logloss: 0.27594 valid_1's auc: 0.907252 valid_1's binary_logloss: 0.31837
[93] valid_0's auc: 0.935697 valid_0's binary_logloss: 0.275542 valid_1's auc: 0.907156 valid_1's binary_logloss: 0.318532
[94] valid_0's auc: 0.935915 valid_0's binary_logloss: 0.275126 valid_1's auc: 0.907188 valid_1's binary_logloss: 0.318485
[95] valid_0's auc: 0.936162 valid_0's binary_logloss: 0.274699 valid_1's auc: 0.907071 valid_1's binary_logloss: 0.318683
[96] valid_0's auc: 0.936292 valid_0's binary_logloss: 0.274455 valid_1's auc: 0.90693 valid_1's binary_logloss: 0.318937
[97] valid_0's auc: 0.936501 valid_0's binary_logloss: 0.274062 valid_1's auc: 0.906819 valid_1's binary_logloss: 0.319142
[98] valid_0's auc: 0.936673 valid_0's binary_logloss: 0.273734 valid_1's auc: 0.906912 valid_1's binary_logloss: 0.318993
[99] valid_0's auc: 0.936868 valid_0's binary_logloss: 0.273326 valid_1's auc: 0.907019 valid_1's binary_logloss: 0.318859
[100] valid_0's auc: 0.937118 valid_0's binary_logloss: 0.272887 valid_1's auc: 0.907065 valid_1's binary_logloss: 0.318774
[101] valid_0's auc: 0.937303 valid_0's binary_logloss: 0.272559 valid_1's auc: 0.907039 valid_1's binary_logloss: 0.318837
[102] valid_0's auc: 0.937483 valid_0's binary_logloss: 0.272225 valid_1's auc: 0.907035 valid_1's binary_logloss: 0.318844
[103] valid_0's auc: 0.937661 valid_0's binary_logloss: 0.271877 valid_1's auc: 0.907013 valid_1's binary_logloss: 0.318849
[104] valid_0's auc: 0.937867 valid_0's binary_logloss: 0.271476 valid_1's auc: 0.907009 valid_1's binary_logloss: 0.318842
[105] valid_0's auc: 0.938085 valid_0's binary_logloss: 0.271081 valid_1's auc: 0.906924 valid_1's binary_logloss: 0.318947
[106] valid_0's auc: 0.938354 valid_0's binary_logloss: 0.270601 valid_1's auc: 0.906937 valid_1's binary_logloss: 0.31897
[107] valid_0's auc: 0.938565 valid_0's binary_logloss: 0.270235 valid_1's auc: 0.906825 valid_1's binary_logloss: 0.319159
[108] valid_0's auc: 0.938785 valid_0's binary_logloss: 0.269838 valid_1's auc: 0.906862 valid_1's binary_logloss: 0.319182
[109] valid_0's auc: 0.938934 valid_0's binary_logloss: 0.269559 valid_1's auc: 0.906779 valid_1's binary_logloss: 0.319397
[110] valid_0's auc: 0.939096 valid_0's binary_logloss: 0.269258 valid_1's auc: 0.90673 valid_1's binary_logloss: 0.31956
[111] valid_0's auc: 0.939269 valid_0's binary_logloss: 0.268906 valid_1's auc: 0.906824 valid_1's binary_logloss: 0.319407
[112] valid_0's auc: 0.939449 valid_0's binary_logloss: 0.268568 valid_1's auc: 0.906731 valid_1's binary_logloss: 0.319576
[113] valid_0's auc: 0.939771 valid_0's binary_logloss: 0.268029 valid_1's auc: 0.906711 valid_1's binary_logloss: 0.319599
[114] valid_0's auc: 0.94006 valid_0's binary_logloss: 0.267503 valid_1's auc: 0.906693 valid_1's binary_logloss: 0.319699
[115] valid_0's auc: 0.940224 valid_0's binary_logloss: 0.2672 valid_1's auc: 0.906679 valid_1's binary_logloss: 0.319714
[116] valid_0's auc: 0.940445 valid_0's binary_logloss: 0.266824 valid_1's auc: 0.906677 valid_1's binary_logloss: 0.319732
[117] valid_0's auc: 0.940636 valid_0's binary_logloss: 0.266474 valid_1's auc: 0.906535 valid_1's binary_logloss: 0.320009
[118] valid_0's auc: 0.940794 valid_0's binary_logloss: 0.266196 valid_1's auc: 0.906415 valid_1's binary_logloss: 0.320227
[119] valid_0's auc: 0.941021 valid_0's binary_logloss: 0.265793 valid_1's auc: 0.906343 valid_1's binary_logloss: 0.320407
[120] valid_0's auc: 0.941227 valid_0's binary_logloss: 0.265412 valid_1's auc: 0.906356 valid_1's binary_logloss: 0.320474
[121] valid_0's auc: 0.941351 valid_0's binary_logloss: 0.26517 valid_1's auc: 0.906213 valid_1's binary_logloss: 0.320714
[122] valid_0's auc: 0.941582 valid_0's binary_logloss: 0.264732 valid_1's auc: 0.906262 valid_1's binary_logloss: 0.320721
[123] valid_0's auc: 0.941828 valid_0's binary_logloss: 0.264314 valid_1's auc: 0.906305 valid_1's binary_logloss: 0.320669
[124] valid_0's auc: 0.942058 valid_0's binary_logloss: 0.263911 valid_1's auc: 0.906263 valid_1's binary_logloss: 0.320703
[125] valid_0's auc: 0.942219 valid_0's binary_logloss: 0.263604 valid_1's auc: 0.906292 valid_1's binary_logloss: 0.320732
[126] valid_0's auc: 0.942336 valid_0's binary_logloss: 0.263362 valid_1's auc: 0.906224 valid_1's binary_logloss: 0.320889
[127] valid_0's auc: 0.942531 valid_0's binary_logloss: 0.263001 valid_1's auc: 0.906188 valid_1's binary_logloss: 0.320982
[128] valid_0's auc: 0.942742 valid_0's binary_logloss: 0.262636 valid_1's auc: 0.906155 valid_1's binary_logloss: 0.321039
[129] valid_0's auc: 0.942937 valid_0's binary_logloss: 0.262268 valid_1's auc: 0.905972 valid_1's binary_logloss: 0.321311
[130] valid_0's auc: 0.943155 valid_0's binary_logloss: 0.261898 valid_1's auc: 0.90588 valid_1's binary_logloss: 0.321501
[131] valid_0's auc: 0.943378 valid_0's binary_logloss: 0.261518 valid_1's auc: 0.905774 valid_1's binary_logloss: 0.32168
[132] valid_0's auc: 0.943537 valid_0's binary_logloss: 0.261213 valid_1's auc: 0.905738 valid_1's binary_logloss: 0.32176
[133] valid_0's auc: 0.943667 valid_0's binary_logloss: 0.260918 valid_1's auc: 0.905698 valid_1's binary_logloss: 0.321856
[134] valid_0's auc: 0.943811 valid_0's binary_logloss: 0.260644 valid_1's auc: 0.90573 valid_1's binary_logloss: 0.321815
Early stopping, best iteration is:
[34] valid_0's auc: 0.916802 valid_0's binary_logloss: 0.311432 valid_1's auc: 0.909175 valid_1's binary_logloss: 0.317532
[1] valid_0's auc: 0.888568 valid_0's binary_logloss: 0.517232 valid_1's auc: 0.893169 valid_1's binary_logloss: 0.508727
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.893525 valid_0's binary_logloss: 0.48805 valid_1's auc: 0.898612 valid_1's binary_logloss: 0.479079
[3] valid_0's auc: 0.895098 valid_0's binary_logloss: 0.465044 valid_1's auc: 0.899666 valid_1's binary_logloss: 0.45542
[4] valid_0's auc: 0.897204 valid_0's binary_logloss: 0.445626 valid_1's auc: 0.9009 valid_1's binary_logloss: 0.436065
[5] valid_0's auc: 0.898082 valid_0's binary_logloss: 0.429582 valid_1's auc: 0.901179 valid_1's binary_logloss: 0.420084
[6] valid_0's auc: 0.899115 valid_0's binary_logloss: 0.416064 valid_1's auc: 0.902064 valid_1's binary_logloss: 0.406467
[7] valid_0's auc: 0.900214 valid_0's binary_logloss: 0.404266 valid_1's auc: 0.90418 valid_1's binary_logloss: 0.394517
[8] valid_0's auc: 0.901071 valid_0's binary_logloss: 0.394186 valid_1's auc: 0.904674 valid_1's binary_logloss: 0.384528
[9] valid_0's auc: 0.902053 valid_0's binary_logloss: 0.3852 valid_1's auc: 0.904911 valid_1's binary_logloss: 0.375991
[10] valid_0's auc: 0.902655 valid_0's binary_logloss: 0.377691 valid_1's auc: 0.905876 valid_1's binary_logloss: 0.368542
[11] valid_0's auc: 0.903721 valid_0's binary_logloss: 0.370845 valid_1's auc: 0.906234 valid_1's binary_logloss: 0.36216
[12] valid_0's auc: 0.90431 valid_0's binary_logloss: 0.364817 valid_1's auc: 0.906361 valid_1's binary_logloss: 0.356697
[13] valid_0's auc: 0.904899 valid_0's binary_logloss: 0.359461 valid_1's auc: 0.906267 valid_1's binary_logloss: 0.351973
[14] valid_0's auc: 0.905407 valid_0's binary_logloss: 0.354683 valid_1's auc: 0.906543 valid_1's binary_logloss: 0.347605
[15] valid_0's auc: 0.906465 valid_0's binary_logloss: 0.350386 valid_1's auc: 0.906783 valid_1's binary_logloss: 0.343947
[16] valid_0's auc: 0.90723 valid_0's binary_logloss: 0.34651 valid_1's auc: 0.907065 valid_1's binary_logloss: 0.340617
[17] valid_0's auc: 0.908007 valid_0's binary_logloss: 0.342861 valid_1's auc: 0.907347 valid_1's binary_logloss: 0.337651
[18] valid_0's auc: 0.908692 valid_0's binary_logloss: 0.33958 valid_1's auc: 0.907925 valid_1's binary_logloss: 0.334813
[19] valid_0's auc: 0.909248 valid_0's binary_logloss: 0.336732 valid_1's auc: 0.908109 valid_1's binary_logloss: 0.33248
[20] valid_0's auc: 0.909698 valid_0's binary_logloss: 0.334193 valid_1's auc: 0.90825 valid_1's binary_logloss: 0.330503
[21] valid_0's auc: 0.91022 valid_0's binary_logloss: 0.331805 valid_1's auc: 0.908195 valid_1's binary_logloss: 0.328873
[22] valid_0's auc: 0.910723 valid_0's binary_logloss: 0.329569 valid_1's auc: 0.908173 valid_1's binary_logloss: 0.327318
[23] valid_0's auc: 0.911334 valid_0's binary_logloss: 0.327545 valid_1's auc: 0.908426 valid_1's binary_logloss: 0.325928
[24] valid_0's auc: 0.91178 valid_0's binary_logloss: 0.325766 valid_1's auc: 0.908637 valid_1's binary_logloss: 0.324527
[25] valid_0's auc: 0.91235 valid_0's binary_logloss: 0.323882 valid_1's auc: 0.908703 valid_1's binary_logloss: 0.323296
[26] valid_0's auc: 0.912875 valid_0's binary_logloss: 0.322191 valid_1's auc: 0.908859 valid_1's binary_logloss: 0.322266
[27] valid_0's auc: 0.913446 valid_0's binary_logloss: 0.320582 valid_1's auc: 0.909157 valid_1's binary_logloss: 0.321188
[28] valid_0's auc: 0.914021 valid_0's binary_logloss: 0.319007 valid_1's auc: 0.909064 valid_1's binary_logloss: 0.32064
[29] valid_0's auc: 0.91453 valid_0's binary_logloss: 0.317563 valid_1's auc: 0.90913 valid_1's binary_logloss: 0.319928
[30] valid_0's auc: 0.914988 valid_0's binary_logloss: 0.316258 valid_1's auc: 0.909158 valid_1's binary_logloss: 0.319377
[31] valid_0's auc: 0.915447 valid_0's binary_logloss: 0.315014 valid_1's auc: 0.909234 valid_1's binary_logloss: 0.318836
[32] valid_0's auc: 0.916004 valid_0's binary_logloss: 0.313704 valid_1's auc: 0.909233 valid_1's binary_logloss: 0.31843
[33] valid_0's auc: 0.916516 valid_0's binary_logloss: 0.312524 valid_1's auc: 0.909308 valid_1's binary_logloss: 0.318038
[34] valid_0's auc: 0.91702 valid_0's binary_logloss: 0.311323 valid_1's auc: 0.909333 valid_1's binary_logloss: 0.317683
[35] valid_0's auc: 0.917566 valid_0's binary_logloss: 0.310179 valid_1's auc: 0.909391 valid_1's binary_logloss: 0.317375
[36] valid_0's auc: 0.918038 valid_0's binary_logloss: 0.309089 valid_1's auc: 0.90942 valid_1's binary_logloss: 0.316991
[37] valid_0's auc: 0.918548 valid_0's binary_logloss: 0.307977 valid_1's auc: 0.909601 valid_1's binary_logloss: 0.316524
[38] valid_0's auc: 0.918885 valid_0's binary_logloss: 0.307146 valid_1's auc: 0.909623 valid_1's binary_logloss: 0.316283
[39] valid_0's auc: 0.919367 valid_0's binary_logloss: 0.306119 valid_1's auc: 0.909652 valid_1's binary_logloss: 0.316007
[40] valid_0's auc: 0.919749 valid_0's binary_logloss: 0.305228 valid_1's auc: 0.909725 valid_1's binary_logloss: 0.315747
[41] valid_0's auc: 0.920216 valid_0's binary_logloss: 0.30429 valid_1's auc: 0.909649 valid_1's binary_logloss: 0.315732
[42] valid_0's auc: 0.920589 valid_0's binary_logloss: 0.303533 valid_1's auc: 0.90952 valid_1's binary_logloss: 0.315782
[43] valid_0's auc: 0.920984 valid_0's binary_logloss: 0.302712 valid_1's auc: 0.909372 valid_1's binary_logloss: 0.315902
[44] valid_0's auc: 0.921338 valid_0's binary_logloss: 0.3019 valid_1's auc: 0.909483 valid_1's binary_logloss: 0.315604
[45] valid_0's auc: 0.921725 valid_0's binary_logloss: 0.301141 valid_1's auc: 0.909425 valid_1's binary_logloss: 0.315596
[46] valid_0's auc: 0.922081 valid_0's binary_logloss: 0.300415 valid_1's auc: 0.90946 valid_1's binary_logloss: 0.315457
[47] valid_0's auc: 0.922412 valid_0's binary_logloss: 0.299754 valid_1's auc: 0.90931 valid_1's binary_logloss: 0.315529
[48] valid_0's auc: 0.922782 valid_0's binary_logloss: 0.299103 valid_1's auc: 0.909121 valid_1's binary_logloss: 0.315671
[49] valid_0's auc: 0.923196 valid_0's binary_logloss: 0.29834 valid_1's auc: 0.909155 valid_1's binary_logloss: 0.31552
[50] valid_0's auc: 0.923549 valid_0's binary_logloss: 0.297628 valid_1's auc: 0.909208 valid_1's binary_logloss: 0.315421
[51] valid_0's auc: 0.923941 valid_0's binary_logloss: 0.296895 valid_1's auc: 0.90913 valid_1's binary_logloss: 0.315448
[52] valid_0's auc: 0.924314 valid_0's binary_logloss: 0.296236 valid_1's auc: 0.908949 valid_1's binary_logloss: 0.315646
[53] valid_0's auc: 0.924737 valid_0's binary_logloss: 0.295473 valid_1's auc: 0.909062 valid_1's binary_logloss: 0.315416
[54] valid_0's auc: 0.925168 valid_0's binary_logloss: 0.294633 valid_1's auc: 0.908931 valid_1's binary_logloss: 0.315562
[55] valid_0's auc: 0.925498 valid_0's binary_logloss: 0.294016 valid_1's auc: 0.908971 valid_1's binary_logloss: 0.315559
[56] valid_0's auc: 0.925901 valid_0's binary_logloss: 0.293289 valid_1's auc: 0.908801 valid_1's binary_logloss: 0.315821
[57] valid_0's auc: 0.92623 valid_0's binary_logloss: 0.292643 valid_1's auc: 0.908779 valid_1's binary_logloss: 0.315833
[58] valid_0's auc: 0.926543 valid_0's binary_logloss: 0.29212 valid_1's auc: 0.90868 valid_1's binary_logloss: 0.315941
[59] valid_0's auc: 0.926888 valid_0's binary_logloss: 0.291566 valid_1's auc: 0.908583 valid_1's binary_logloss: 0.31607
[60] valid_0's auc: 0.927169 valid_0's binary_logloss: 0.291117 valid_1's auc: 0.908554 valid_1's binary_logloss: 0.316048
[61] valid_0's auc: 0.927454 valid_0's binary_logloss: 0.290517 valid_1's auc: 0.908558 valid_1's binary_logloss: 0.316007
[62] valid_0's auc: 0.927686 valid_0's binary_logloss: 0.290063 valid_1's auc: 0.90859 valid_1's binary_logloss: 0.31599
[63] valid_0's auc: 0.928046 valid_0's binary_logloss: 0.289469 valid_1's auc: 0.908388 valid_1's binary_logloss: 0.316305
[64] valid_0's auc: 0.928376 valid_0's binary_logloss: 0.288875 valid_1's auc: 0.90836 valid_1's binary_logloss: 0.316349
[65] valid_0's auc: 0.928633 valid_0's binary_logloss: 0.288338 valid_1's auc: 0.908259 valid_1's binary_logloss: 0.316569
[66] valid_0's auc: 0.928954 valid_0's binary_logloss: 0.287815 valid_1's auc: 0.90832 valid_1's binary_logloss: 0.316501
[67] valid_0's auc: 0.929233 valid_0's binary_logloss: 0.287287 valid_1's auc: 0.908276 valid_1's binary_logloss: 0.31656
[68] valid_0's auc: 0.929571 valid_0's binary_logloss: 0.28666 valid_1's auc: 0.908133 valid_1's binary_logloss: 0.316776
[69] valid_0's auc: 0.929856 valid_0's binary_logloss: 0.286114 valid_1's auc: 0.908088 valid_1's binary_logloss: 0.316866
[70] valid_0's auc: 0.930184 valid_0's binary_logloss: 0.285584 valid_1's auc: 0.90802 valid_1's binary_logloss: 0.316989
[71] valid_0's auc: 0.930529 valid_0's binary_logloss: 0.285011 valid_1's auc: 0.908058 valid_1's binary_logloss: 0.316974
[72] valid_0's auc: 0.930783 valid_0's binary_logloss: 0.284524 valid_1's auc: 0.90794 valid_1's binary_logloss: 0.317187
[73] valid_0's auc: 0.931083 valid_0's binary_logloss: 0.284038 valid_1's auc: 0.907841 valid_1's binary_logloss: 0.317356
[74] valid_0's auc: 0.931406 valid_0's binary_logloss: 0.283502 valid_1's auc: 0.907858 valid_1's binary_logloss: 0.317357
[75] valid_0's auc: 0.931698 valid_0's binary_logloss: 0.282958 valid_1's auc: 0.907775 valid_1's binary_logloss: 0.317616
[76] valid_0's auc: 0.931924 valid_0's binary_logloss: 0.282539 valid_1's auc: 0.907771 valid_1's binary_logloss: 0.317652
[77] valid_0's auc: 0.932272 valid_0's binary_logloss: 0.281918 valid_1's auc: 0.907864 valid_1's binary_logloss: 0.317496
[78] valid_0's auc: 0.932529 valid_0's binary_logloss: 0.281459 valid_1's auc: 0.907837 valid_1's binary_logloss: 0.317524
[79] valid_0's auc: 0.932777 valid_0's binary_logloss: 0.280976 valid_1's auc: 0.907785 valid_1's binary_logloss: 0.317682
[80] valid_0's auc: 0.933025 valid_0's binary_logloss: 0.280538 valid_1's auc: 0.90769 valid_1's binary_logloss: 0.31785
[81] valid_0's auc: 0.933401 valid_0's binary_logloss: 0.27989 valid_1's auc: 0.907718 valid_1's binary_logloss: 0.317857
[82] valid_0's auc: 0.933653 valid_0's binary_logloss: 0.279474 valid_1's auc: 0.907695 valid_1's binary_logloss: 0.317885
[83] valid_0's auc: 0.933921 valid_0's binary_logloss: 0.279015 valid_1's auc: 0.907548 valid_1's binary_logloss: 0.318127
[84] valid_0's auc: 0.934172 valid_0's binary_logloss: 0.278523 valid_1's auc: 0.907451 valid_1's binary_logloss: 0.318307
[85] valid_0's auc: 0.934368 valid_0's binary_logloss: 0.278154 valid_1's auc: 0.907452 valid_1's binary_logloss: 0.318312
[86] valid_0's auc: 0.934622 valid_0's binary_logloss: 0.27768 valid_1's auc: 0.907423 valid_1's binary_logloss: 0.318351
[87] valid_0's auc: 0.93483 valid_0's binary_logloss: 0.277274 valid_1's auc: 0.907422 valid_1's binary_logloss: 0.318387
[88] valid_0's auc: 0.935025 valid_0's binary_logloss: 0.276861 valid_1's auc: 0.907383 valid_1's binary_logloss: 0.318575
[89] valid_0's auc: 0.935292 valid_0's binary_logloss: 0.276402 valid_1's auc: 0.907318 valid_1's binary_logloss: 0.31869
[90] valid_0's auc: 0.935489 valid_0's binary_logloss: 0.276036 valid_1's auc: 0.90726 valid_1's binary_logloss: 0.318867
[91] valid_0's auc: 0.935864 valid_0's binary_logloss: 0.275448 valid_1's auc: 0.907208 valid_1's binary_logloss: 0.318928
[92] valid_0's auc: 0.93618 valid_0's binary_logloss: 0.274905 valid_1's auc: 0.90716 valid_1's binary_logloss: 0.319065
[93] valid_0's auc: 0.936423 valid_0's binary_logloss: 0.274453 valid_1's auc: 0.907044 valid_1's binary_logloss: 0.319289
[94] valid_0's auc: 0.936622 valid_0's binary_logloss: 0.274081 valid_1's auc: 0.907072 valid_1's binary_logloss: 0.319305
[95] valid_0's auc: 0.93684 valid_0's binary_logloss: 0.273698 valid_1's auc: 0.906984 valid_1's binary_logloss: 0.319519
[96] valid_0's auc: 0.937158 valid_0's binary_logloss: 0.273182 valid_1's auc: 0.906961 valid_1's binary_logloss: 0.319533
[97] valid_0's auc: 0.937508 valid_0's binary_logloss: 0.272642 valid_1's auc: 0.907048 valid_1's binary_logloss: 0.319444
[98] valid_0's auc: 0.937766 valid_0's binary_logloss: 0.272201 valid_1's auc: 0.906996 valid_1's binary_logloss: 0.319517
[99] valid_0's auc: 0.938093 valid_0's binary_logloss: 0.27166 valid_1's auc: 0.907079 valid_1's binary_logloss: 0.319328
[100] valid_0's auc: 0.938316 valid_0's binary_logloss: 0.271276 valid_1's auc: 0.907127 valid_1's binary_logloss: 0.319272
[101] valid_0's auc: 0.938685 valid_0's binary_logloss: 0.270675 valid_1's auc: 0.907051 valid_1's binary_logloss: 0.319412
[102] valid_0's auc: 0.938854 valid_0's binary_logloss: 0.270319 valid_1's auc: 0.906996 valid_1's binary_logloss: 0.319541
[103] valid_0's auc: 0.939072 valid_0's binary_logloss: 0.269918 valid_1's auc: 0.907042 valid_1's binary_logloss: 0.319459
[104] valid_0's auc: 0.939259 valid_0's binary_logloss: 0.269535 valid_1's auc: 0.907049 valid_1's binary_logloss: 0.319452
[105] valid_0's auc: 0.9395 valid_0's binary_logloss: 0.269118 valid_1's auc: 0.906985 valid_1's binary_logloss: 0.319529
[106] valid_0's auc: 0.939727 valid_0's binary_logloss: 0.268749 valid_1's auc: 0.906955 valid_1's binary_logloss: 0.319585
[107] valid_0's auc: 0.939951 valid_0's binary_logloss: 0.268335 valid_1's auc: 0.906967 valid_1's binary_logloss: 0.319561
[108] valid_0's auc: 0.940218 valid_0's binary_logloss: 0.267897 valid_1's auc: 0.906929 valid_1's binary_logloss: 0.319586
[109] valid_0's auc: 0.940443 valid_0's binary_logloss: 0.267477 valid_1's auc: 0.906794 valid_1's binary_logloss: 0.319827
[110] valid_0's auc: 0.940665 valid_0's binary_logloss: 0.267096 valid_1's auc: 0.906686 valid_1's binary_logloss: 0.320009
[111] valid_0's auc: 0.940924 valid_0's binary_logloss: 0.266638 valid_1's auc: 0.906588 valid_1's binary_logloss: 0.320188
[112] valid_0's auc: 0.941144 valid_0's binary_logloss: 0.266195 valid_1's auc: 0.906551 valid_1's binary_logloss: 0.320262
[113] valid_0's auc: 0.941297 valid_0's binary_logloss: 0.265856 valid_1's auc: 0.906429 valid_1's binary_logloss: 0.320505
[114] valid_0's auc: 0.941472 valid_0's binary_logloss: 0.265543 valid_1's auc: 0.906324 valid_1's binary_logloss: 0.320688
[115] valid_0's auc: 0.941633 valid_0's binary_logloss: 0.265209 valid_1's auc: 0.906293 valid_1's binary_logloss: 0.320763
[116] valid_0's auc: 0.941829 valid_0's binary_logloss: 0.264854 valid_1's auc: 0.90625 valid_1's binary_logloss: 0.320848
[117] valid_0's auc: 0.942026 valid_0's binary_logloss: 0.264496 valid_1's auc: 0.906236 valid_1's binary_logloss: 0.320909
[118] valid_0's auc: 0.942307 valid_0's binary_logloss: 0.263948 valid_1's auc: 0.906279 valid_1's binary_logloss: 0.320901
[119] valid_0's auc: 0.94248 valid_0's binary_logloss: 0.263622 valid_1's auc: 0.90622 valid_1's binary_logloss: 0.320999
[120] valid_0's auc: 0.942622 valid_0's binary_logloss: 0.263312 valid_1's auc: 0.906155 valid_1's binary_logloss: 0.321122
[121] valid_0's auc: 0.942807 valid_0's binary_logloss: 0.262989 valid_1's auc: 0.906068 valid_1's binary_logloss: 0.321307
[122] valid_0's auc: 0.943073 valid_0's binary_logloss: 0.262508 valid_1's auc: 0.905986 valid_1's binary_logloss: 0.321427
[123] valid_0's auc: 0.943236 valid_0's binary_logloss: 0.262206 valid_1's auc: 0.905848 valid_1's binary_logloss: 0.321715
[124] valid_0's auc: 0.943388 valid_0's binary_logloss: 0.261939 valid_1's auc: 0.905734 valid_1's binary_logloss: 0.321929
[125] valid_0's auc: 0.943552 valid_0's binary_logloss: 0.261623 valid_1's auc: 0.905712 valid_1's binary_logloss: 0.321994
[126] valid_0's auc: 0.943737 valid_0's binary_logloss: 0.261277 valid_1's auc: 0.905733 valid_1's binary_logloss: 0.322007
[127] valid_0's auc: 0.943997 valid_0's binary_logloss: 0.260789 valid_1's auc: 0.90577 valid_1's binary_logloss: 0.321959
[128] valid_0's auc: 0.94416 valid_0's binary_logloss: 0.260495 valid_1's auc: 0.905721 valid_1's binary_logloss: 0.322057
[129] valid_0's auc: 0.944396 valid_0's binary_logloss: 0.260085 valid_1's auc: 0.905682 valid_1's binary_logloss: 0.322132
[130] valid_0's auc: 0.944561 valid_0's binary_logloss: 0.259764 valid_1's auc: 0.905672 valid_1's binary_logloss: 0.322187
[131] valid_0's auc: 0.944717 valid_0's binary_logloss: 0.259469 valid_1's auc: 0.90559 valid_1's binary_logloss: 0.32237
[132] valid_0's auc: 0.94496 valid_0's binary_logloss: 0.259057 valid_1's auc: 0.905533 valid_1's binary_logloss: 0.32246
[133] valid_0's auc: 0.945113 valid_0's binary_logloss: 0.258753 valid_1's auc: 0.905468 valid_1's binary_logloss: 0.322625
[134] valid_0's auc: 0.945346 valid_0's binary_logloss: 0.258341 valid_1's auc: 0.905439 valid_1's binary_logloss: 0.322656
[135] valid_0's auc: 0.945527 valid_0's binary_logloss: 0.257972 valid_1's auc: 0.905383 valid_1's binary_logloss: 0.322833
[136] valid_0's auc: 0.945729 valid_0's binary_logloss: 0.257624 valid_1's auc: 0.905383 valid_1's binary_logloss: 0.322849
[137] valid_0's auc: 0.945899 valid_0's binary_logloss: 0.257286 valid_1's auc: 0.905334 valid_1's binary_logloss: 0.323046
[138] valid_0's auc: 0.946053 valid_0's binary_logloss: 0.257007 valid_1's auc: 0.905287 valid_1's binary_logloss: 0.3231
[139] valid_0's auc: 0.946249 valid_0's binary_logloss: 0.256674 valid_1's auc: 0.905247 valid_1's binary_logloss: 0.323165
[140] valid_0's auc: 0.94644 valid_0's binary_logloss: 0.256355 valid_1's auc: 0.905202 valid_1's binary_logloss: 0.323247
Early stopping, best iteration is:
[40] valid_0's auc: 0.919749 valid_0's binary_logloss: 0.305228 valid_1's auc: 0.909725 valid_1's binary_logloss: 0.315747
[1] valid_0's auc: 0.883999 valid_0's binary_logloss: 0.517495 valid_1's auc: 0.891234 valid_1's binary_logloss: 0.508616
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891027 valid_0's binary_logloss: 0.488825 valid_1's auc: 0.896641 valid_1's binary_logloss: 0.479157
[3] valid_0's auc: 0.894951 valid_0's binary_logloss: 0.465291 valid_1's auc: 0.899671 valid_1's binary_logloss: 0.455294
[4] valid_0's auc: 0.89606 valid_0's binary_logloss: 0.4462 valid_1's auc: 0.900601 valid_1's binary_logloss: 0.435941
[5] valid_0's auc: 0.897345 valid_0's binary_logloss: 0.43003 valid_1's auc: 0.900711 valid_1's binary_logloss: 0.419873
[6] valid_0's auc: 0.898499 valid_0's binary_logloss: 0.41635 valid_1's auc: 0.901767 valid_1's binary_logloss: 0.406108
[7] valid_0's auc: 0.89983 valid_0's binary_logloss: 0.404494 valid_1's auc: 0.903447 valid_1's binary_logloss: 0.394511
[8] valid_0's auc: 0.900425 valid_0's binary_logloss: 0.394452 valid_1's auc: 0.903731 valid_1's binary_logloss: 0.38466
[9] valid_0's auc: 0.901201 valid_0's binary_logloss: 0.385617 valid_1's auc: 0.903911 valid_1's binary_logloss: 0.376198
[10] valid_0's auc: 0.901776 valid_0's binary_logloss: 0.378074 valid_1's auc: 0.904371 valid_1's binary_logloss: 0.368708
[11] valid_0's auc: 0.902544 valid_0's binary_logloss: 0.37121 valid_1's auc: 0.905007 valid_1's binary_logloss: 0.362032
[12] valid_0's auc: 0.90366 valid_0's binary_logloss: 0.364887 valid_1's auc: 0.905323 valid_1's binary_logloss: 0.356476
[13] valid_0's auc: 0.904305 valid_0's binary_logloss: 0.359711 valid_1's auc: 0.905489 valid_1's binary_logloss: 0.351728
[14] valid_0's auc: 0.905262 valid_0's binary_logloss: 0.354826 valid_1's auc: 0.906348 valid_1's binary_logloss: 0.347409
[15] valid_0's auc: 0.90587 valid_0's binary_logloss: 0.350644 valid_1's auc: 0.906499 valid_1's binary_logloss: 0.343687
[16] valid_0's auc: 0.90626 valid_0's binary_logloss: 0.347097 valid_1's auc: 0.906688 valid_1's binary_logloss: 0.34054
[17] valid_0's auc: 0.906847 valid_0's binary_logloss: 0.343667 valid_1's auc: 0.906957 valid_1's binary_logloss: 0.337566
[18] valid_0's auc: 0.907604 valid_0's binary_logloss: 0.340382 valid_1's auc: 0.907072 valid_1's binary_logloss: 0.334917
[19] valid_0's auc: 0.908469 valid_0's binary_logloss: 0.337526 valid_1's auc: 0.907472 valid_1's binary_logloss: 0.332813
[20] valid_0's auc: 0.909106 valid_0's binary_logloss: 0.334823 valid_1's auc: 0.908123 valid_1's binary_logloss: 0.330379
[21] valid_0's auc: 0.90983 valid_0's binary_logloss: 0.332275 valid_1's auc: 0.908248 valid_1's binary_logloss: 0.328609
[22] valid_0's auc: 0.910423 valid_0's binary_logloss: 0.330039 valid_1's auc: 0.908273 valid_1's binary_logloss: 0.327082
[23] valid_0's auc: 0.911024 valid_0's binary_logloss: 0.327868 valid_1's auc: 0.908638 valid_1's binary_logloss: 0.325315
[24] valid_0's auc: 0.911643 valid_0's binary_logloss: 0.325822 valid_1's auc: 0.908721 valid_1's binary_logloss: 0.323958
[25] valid_0's auc: 0.912262 valid_0's binary_logloss: 0.323893 valid_1's auc: 0.908958 valid_1's binary_logloss: 0.322623
[26] valid_0's auc: 0.912921 valid_0's binary_logloss: 0.3221 valid_1's auc: 0.909061 valid_1's binary_logloss: 0.321584
[27] valid_0's auc: 0.913534 valid_0's binary_logloss: 0.320456 valid_1's auc: 0.90905 valid_1's binary_logloss: 0.320858
[28] valid_0's auc: 0.914054 valid_0's binary_logloss: 0.318955 valid_1's auc: 0.909104 valid_1's binary_logloss: 0.320027
[29] valid_0's auc: 0.914615 valid_0's binary_logloss: 0.317458 valid_1's auc: 0.909226 valid_1's binary_logloss: 0.319309
[30] valid_0's auc: 0.915149 valid_0's binary_logloss: 0.31606 valid_1's auc: 0.909254 valid_1's binary_logloss: 0.318635
[31] valid_0's auc: 0.915747 valid_0's binary_logloss: 0.314594 valid_1's auc: 0.909271 valid_1's binary_logloss: 0.318097
[32] valid_0's auc: 0.916292 valid_0's binary_logloss: 0.313305 valid_1's auc: 0.909364 valid_1's binary_logloss: 0.317534
[33] valid_0's auc: 0.916726 valid_0's binary_logloss: 0.312095 valid_1's auc: 0.909305 valid_1's binary_logloss: 0.317174
[34] valid_0's auc: 0.917118 valid_0's binary_logloss: 0.311005 valid_1's auc: 0.909362 valid_1's binary_logloss: 0.316755
[35] valid_0's auc: 0.917654 valid_0's binary_logloss: 0.309841 valid_1's auc: 0.909523 valid_1's binary_logloss: 0.316201
[36] valid_0's auc: 0.918039 valid_0's binary_logloss: 0.308913 valid_1's auc: 0.909495 valid_1's binary_logloss: 0.315974
[37] valid_0's auc: 0.918497 valid_0's binary_logloss: 0.307924 valid_1's auc: 0.909609 valid_1's binary_logloss: 0.315616
[38] valid_0's auc: 0.918861 valid_0's binary_logloss: 0.307015 valid_1's auc: 0.90966 valid_1's binary_logloss: 0.315252
[39] valid_0's auc: 0.919305 valid_0's binary_logloss: 0.306077 valid_1's auc: 0.9097 valid_1's binary_logloss: 0.31504
[40] valid_0's auc: 0.919842 valid_0's binary_logloss: 0.304975 valid_1's auc: 0.909724 valid_1's binary_logloss: 0.314742
[41] valid_0's auc: 0.920194 valid_0's binary_logloss: 0.304166 valid_1's auc: 0.909677 valid_1's binary_logloss: 0.314676
[42] valid_0's auc: 0.920645 valid_0's binary_logloss: 0.303277 valid_1's auc: 0.90958 valid_1's binary_logloss: 0.31463
[43] valid_0's auc: 0.921103 valid_0's binary_logloss: 0.302336 valid_1's auc: 0.909543 valid_1's binary_logloss: 0.31457
[44] valid_0's auc: 0.921552 valid_0's binary_logloss: 0.30149 valid_1's auc: 0.909581 valid_1's binary_logloss: 0.314423
[45] valid_0's auc: 0.921975 valid_0's binary_logloss: 0.3007 valid_1's auc: 0.909648 valid_1's binary_logloss: 0.314297
[46] valid_0's auc: 0.922381 valid_0's binary_logloss: 0.299954 valid_1's auc: 0.909694 valid_1's binary_logloss: 0.314123
[47] valid_0's auc: 0.922765 valid_0's binary_logloss: 0.299204 valid_1's auc: 0.909758 valid_1's binary_logloss: 0.314006
[48] valid_0's auc: 0.923109 valid_0's binary_logloss: 0.298492 valid_1's auc: 0.909707 valid_1's binary_logloss: 0.313963
[49] valid_0's auc: 0.923454 valid_0's binary_logloss: 0.29784 valid_1's auc: 0.909541 valid_1's binary_logloss: 0.314144
[50] valid_0's auc: 0.92376 valid_0's binary_logloss: 0.297246 valid_1's auc: 0.909417 valid_1's binary_logloss: 0.314209
[51] valid_0's auc: 0.924082 valid_0's binary_logloss: 0.29663 valid_1's auc: 0.909482 valid_1's binary_logloss: 0.314088
[52] valid_0's auc: 0.924329 valid_0's binary_logloss: 0.296142 valid_1's auc: 0.909446 valid_1's binary_logloss: 0.314043
[53] valid_0's auc: 0.924595 valid_0's binary_logloss: 0.295611 valid_1's auc: 0.909404 valid_1's binary_logloss: 0.314055
[54] valid_0's auc: 0.92491 valid_0's binary_logloss: 0.295061 valid_1's auc: 0.909345 valid_1's binary_logloss: 0.314111
[55] valid_0's auc: 0.925307 valid_0's binary_logloss: 0.294373 valid_1's auc: 0.90937 valid_1's binary_logloss: 0.314066
[56] valid_0's auc: 0.925698 valid_0's binary_logloss: 0.293631 valid_1's auc: 0.90932 valid_1's binary_logloss: 0.314162
[57] valid_0's auc: 0.925986 valid_0's binary_logloss: 0.293135 valid_1's auc: 0.909261 valid_1's binary_logloss: 0.314255
[58] valid_0's auc: 0.926295 valid_0's binary_logloss: 0.292596 valid_1's auc: 0.909408 valid_1's binary_logloss: 0.314055
[59] valid_0's auc: 0.926545 valid_0's binary_logloss: 0.292118 valid_1's auc: 0.909387 valid_1's binary_logloss: 0.314014
[60] valid_0's auc: 0.926869 valid_0's binary_logloss: 0.291548 valid_1's auc: 0.909413 valid_1's binary_logloss: 0.313946
[61] valid_0's auc: 0.927234 valid_0's binary_logloss: 0.290915 valid_1's auc: 0.909417 valid_1's binary_logloss: 0.313924
[62] valid_0's auc: 0.927591 valid_0's binary_logloss: 0.290293 valid_1's auc: 0.909518 valid_1's binary_logloss: 0.313753
[63] valid_0's auc: 0.927831 valid_0's binary_logloss: 0.289853 valid_1's auc: 0.909531 valid_1's binary_logloss: 0.313747
[64] valid_0's auc: 0.928174 valid_0's binary_logloss: 0.289295 valid_1's auc: 0.909503 valid_1's binary_logloss: 0.313782
[65] valid_0's auc: 0.928503 valid_0's binary_logloss: 0.288717 valid_1's auc: 0.909415 valid_1's binary_logloss: 0.313939
[66] valid_0's auc: 0.928851 valid_0's binary_logloss: 0.288131 valid_1's auc: 0.909229 valid_1's binary_logloss: 0.314234
[67] valid_0's auc: 0.929135 valid_0's binary_logloss: 0.287573 valid_1's auc: 0.909092 valid_1's binary_logloss: 0.314477
[68] valid_0's auc: 0.929417 valid_0's binary_logloss: 0.287112 valid_1's auc: 0.90911 valid_1's binary_logloss: 0.314477
[69] valid_0's auc: 0.929673 valid_0's binary_logloss: 0.286648 valid_1's auc: 0.909105 valid_1's binary_logloss: 0.314483
[70] valid_0's auc: 0.930026 valid_0's binary_logloss: 0.286086 valid_1's auc: 0.909157 valid_1's binary_logloss: 0.314447
[71] valid_0's auc: 0.930255 valid_0's binary_logloss: 0.28571 valid_1's auc: 0.909062 valid_1's binary_logloss: 0.314559
[72] valid_0's auc: 0.930527 valid_0's binary_logloss: 0.285169 valid_1's auc: 0.909039 valid_1's binary_logloss: 0.314641
[73] valid_0's auc: 0.930882 valid_0's binary_logloss: 0.284592 valid_1's auc: 0.908972 valid_1's binary_logloss: 0.314707
[74] valid_0's auc: 0.931139 valid_0's binary_logloss: 0.284128 valid_1's auc: 0.90892 valid_1's binary_logloss: 0.314808
[75] valid_0's auc: 0.931483 valid_0's binary_logloss: 0.283549 valid_1's auc: 0.909092 valid_1's binary_logloss: 0.31458
[76] valid_0's auc: 0.93174 valid_0's binary_logloss: 0.283101 valid_1's auc: 0.909032 valid_1's binary_logloss: 0.31467
[77] valid_0's auc: 0.931984 valid_0's binary_logloss: 0.282697 valid_1's auc: 0.908881 valid_1's binary_logloss: 0.314923
[78] valid_0's auc: 0.932301 valid_0's binary_logloss: 0.282171 valid_1's auc: 0.908969 valid_1's binary_logloss: 0.31482
[79] valid_0's auc: 0.932517 valid_0's binary_logloss: 0.281766 valid_1's auc: 0.909031 valid_1's binary_logloss: 0.314659
[80] valid_0's auc: 0.932839 valid_0's binary_logloss: 0.28119 valid_1's auc: 0.908827 valid_1's binary_logloss: 0.314988
[81] valid_0's auc: 0.933145 valid_0's binary_logloss: 0.280682 valid_1's auc: 0.908778 valid_1's binary_logloss: 0.315094
[82] valid_0's auc: 0.93335 valid_0's binary_logloss: 0.280305 valid_1's auc: 0.908641 valid_1's binary_logloss: 0.315242
[83] valid_0's auc: 0.93357 valid_0's binary_logloss: 0.279883 valid_1's auc: 0.908617 valid_1's binary_logloss: 0.315283
[84] valid_0's auc: 0.933798 valid_0's binary_logloss: 0.279454 valid_1's auc: 0.908569 valid_1's binary_logloss: 0.315352
[85] valid_0's auc: 0.934027 valid_0's binary_logloss: 0.279023 valid_1's auc: 0.908448 valid_1's binary_logloss: 0.315584
[86] valid_0's auc: 0.934253 valid_0's binary_logloss: 0.278627 valid_1's auc: 0.908499 valid_1's binary_logloss: 0.31554
[87] valid_0's auc: 0.93445 valid_0's binary_logloss: 0.278291 valid_1's auc: 0.908427 valid_1's binary_logloss: 0.31566
[88] valid_0's auc: 0.934636 valid_0's binary_logloss: 0.277902 valid_1's auc: 0.908313 valid_1's binary_logloss: 0.315875
[89] valid_0's auc: 0.934867 valid_0's binary_logloss: 0.277492 valid_1's auc: 0.908145 valid_1's binary_logloss: 0.316125
[90] valid_0's auc: 0.935013 valid_0's binary_logloss: 0.277229 valid_1's auc: 0.908102 valid_1's binary_logloss: 0.316176
[91] valid_0's auc: 0.935185 valid_0's binary_logloss: 0.276894 valid_1's auc: 0.907975 valid_1's binary_logloss: 0.316406
[92] valid_0's auc: 0.935491 valid_0's binary_logloss: 0.276378 valid_1's auc: 0.907887 valid_1's binary_logloss: 0.316545
[93] valid_0's auc: 0.935705 valid_0's binary_logloss: 0.276021 valid_1's auc: 0.907818 valid_1's binary_logloss: 0.316647
[94] valid_0's auc: 0.935893 valid_0's binary_logloss: 0.275673 valid_1's auc: 0.907684 valid_1's binary_logloss: 0.316884
[95] valid_0's auc: 0.936121 valid_0's binary_logloss: 0.27527 valid_1's auc: 0.907705 valid_1's binary_logloss: 0.316825
[96] valid_0's auc: 0.936335 valid_0's binary_logloss: 0.274856 valid_1's auc: 0.907792 valid_1's binary_logloss: 0.316714
[97] valid_0's auc: 0.936654 valid_0's binary_logloss: 0.274315 valid_1's auc: 0.907797 valid_1's binary_logloss: 0.316697
[98] valid_0's auc: 0.93684 valid_0's binary_logloss: 0.274 valid_1's auc: 0.90778 valid_1's binary_logloss: 0.316729
[99] valid_0's auc: 0.937135 valid_0's binary_logloss: 0.273447 valid_1's auc: 0.907729 valid_1's binary_logloss: 0.316844
[100] valid_0's auc: 0.937499 valid_0's binary_logloss: 0.272838 valid_1's auc: 0.907638 valid_1's binary_logloss: 0.317007
[101] valid_0's auc: 0.937768 valid_0's binary_logloss: 0.272395 valid_1's auc: 0.907606 valid_1's binary_logloss: 0.317068
[102] valid_0's auc: 0.938083 valid_0's binary_logloss: 0.271866 valid_1's auc: 0.907462 valid_1's binary_logloss: 0.317305
[103] valid_0's auc: 0.938339 valid_0's binary_logloss: 0.271383 valid_1's auc: 0.90754 valid_1's binary_logloss: 0.317201
[104] valid_0's auc: 0.938592 valid_0's binary_logloss: 0.270937 valid_1's auc: 0.907428 valid_1's binary_logloss: 0.317424
[105] valid_0's auc: 0.938803 valid_0's binary_logloss: 0.270598 valid_1's auc: 0.907437 valid_1's binary_logloss: 0.31741
[106] valid_0's auc: 0.939002 valid_0's binary_logloss: 0.270226 valid_1's auc: 0.907431 valid_1's binary_logloss: 0.317448
[107] valid_0's auc: 0.9392 valid_0's binary_logloss: 0.269848 valid_1's auc: 0.907314 valid_1's binary_logloss: 0.317597
[108] valid_0's auc: 0.939455 valid_0's binary_logloss: 0.269355 valid_1's auc: 0.907366 valid_1's binary_logloss: 0.317527
[109] valid_0's auc: 0.939727 valid_0's binary_logloss: 0.268848 valid_1's auc: 0.90739 valid_1's binary_logloss: 0.317498
[110] valid_0's auc: 0.939978 valid_0's binary_logloss: 0.268406 valid_1's auc: 0.907261 valid_1's binary_logloss: 0.317713
[111] valid_0's auc: 0.940206 valid_0's binary_logloss: 0.267974 valid_1's auc: 0.907306 valid_1's binary_logloss: 0.317642
[112] valid_0's auc: 0.940455 valid_0's binary_logloss: 0.267546 valid_1's auc: 0.90728 valid_1's binary_logloss: 0.317691
[113] valid_0's auc: 0.940599 valid_0's binary_logloss: 0.267244 valid_1's auc: 0.907165 valid_1's binary_logloss: 0.317902
[114] valid_0's auc: 0.940778 valid_0's binary_logloss: 0.266903 valid_1's auc: 0.907167 valid_1's binary_logloss: 0.317886
[115] valid_0's auc: 0.940995 valid_0's binary_logloss: 0.266529 valid_1's auc: 0.907159 valid_1's binary_logloss: 0.317887
[116] valid_0's auc: 0.941195 valid_0's binary_logloss: 0.266162 valid_1's auc: 0.907224 valid_1's binary_logloss: 0.317838
[117] valid_0's auc: 0.941428 valid_0's binary_logloss: 0.265734 valid_1's auc: 0.907207 valid_1's binary_logloss: 0.317847
[118] valid_0's auc: 0.941639 valid_0's binary_logloss: 0.265375 valid_1's auc: 0.90719 valid_1's binary_logloss: 0.317875
[119] valid_0's auc: 0.941856 valid_0's binary_logloss: 0.265012 valid_1's auc: 0.907101 valid_1's binary_logloss: 0.318061
[120] valid_0's auc: 0.94203 valid_0's binary_logloss: 0.26467 valid_1's auc: 0.907018 valid_1's binary_logloss: 0.318208
[121] valid_0's auc: 0.942154 valid_0's binary_logloss: 0.264407 valid_1's auc: 0.907031 valid_1's binary_logloss: 0.318237
[122] valid_0's auc: 0.942301 valid_0's binary_logloss: 0.264163 valid_1's auc: 0.907016 valid_1's binary_logloss: 0.318303
[123] valid_0's auc: 0.942464 valid_0's binary_logloss: 0.263845 valid_1's auc: 0.907024 valid_1's binary_logloss: 0.318315
[124] valid_0's auc: 0.942704 valid_0's binary_logloss: 0.26345 valid_1's auc: 0.906892 valid_1's binary_logloss: 0.318545
[125] valid_0's auc: 0.942855 valid_0's binary_logloss: 0.263173 valid_1's auc: 0.906851 valid_1's binary_logloss: 0.318627
[126] valid_0's auc: 0.942954 valid_0's binary_logloss: 0.2629 valid_1's auc: 0.906795 valid_1's binary_logloss: 0.318715
[127] valid_0's auc: 0.943132 valid_0's binary_logloss: 0.26257 valid_1's auc: 0.906675 valid_1's binary_logloss: 0.318956
[128] valid_0's auc: 0.943364 valid_0's binary_logloss: 0.26214 valid_1's auc: 0.906659 valid_1's binary_logloss: 0.319022
[129] valid_0's auc: 0.943558 valid_0's binary_logloss: 0.261799 valid_1's auc: 0.906688 valid_1's binary_logloss: 0.318993
[130] valid_0's auc: 0.943711 valid_0's binary_logloss: 0.261512 valid_1's auc: 0.906638 valid_1's binary_logloss: 0.319073
[131] valid_0's auc: 0.94385 valid_0's binary_logloss: 0.261227 valid_1's auc: 0.906581 valid_1's binary_logloss: 0.319177
[132] valid_0's auc: 0.944038 valid_0's binary_logloss: 0.260879 valid_1's auc: 0.906634 valid_1's binary_logloss: 0.319139
[133] valid_0's auc: 0.944247 valid_0's binary_logloss: 0.260479 valid_1's auc: 0.906664 valid_1's binary_logloss: 0.319098
[134] valid_0's auc: 0.944413 valid_0's binary_logloss: 0.260171 valid_1's auc: 0.906651 valid_1's binary_logloss: 0.319109
[135] valid_0's auc: 0.944612 valid_0's binary_logloss: 0.259818 valid_1's auc: 0.906598 valid_1's binary_logloss: 0.319221
[136] valid_0's auc: 0.944771 valid_0's binary_logloss: 0.259503 valid_1's auc: 0.906615 valid_1's binary_logloss: 0.319196
[137] valid_0's auc: 0.945036 valid_0's binary_logloss: 0.259047 valid_1's auc: 0.906452 valid_1's binary_logloss: 0.31953
[138] valid_0's auc: 0.945208 valid_0's binary_logloss: 0.258705 valid_1's auc: 0.906338 valid_1's binary_logloss: 0.319799
[139] valid_0's auc: 0.945331 valid_0's binary_logloss: 0.258455 valid_1's auc: 0.906316 valid_1's binary_logloss: 0.319893
[140] valid_0's auc: 0.945483 valid_0's binary_logloss: 0.258144 valid_1's auc: 0.906293 valid_1's binary_logloss: 0.319918
[141] valid_0's auc: 0.945617 valid_0's binary_logloss: 0.257888 valid_1's auc: 0.906289 valid_1's binary_logloss: 0.319987
[142] valid_0's auc: 0.945806 valid_0's binary_logloss: 0.257524 valid_1's auc: 0.906284 valid_1's binary_logloss: 0.320022
[143] valid_0's auc: 0.945971 valid_0's binary_logloss: 0.257224 valid_1's auc: 0.906255 valid_1's binary_logloss: 0.320056
[144] valid_0's auc: 0.946117 valid_0's binary_logloss: 0.256909 valid_1's auc: 0.906222 valid_1's binary_logloss: 0.320144
[145] valid_0's auc: 0.946299 valid_0's binary_logloss: 0.256569 valid_1's auc: 0.906083 valid_1's binary_logloss: 0.320387
[146] valid_0's auc: 0.946429 valid_0's binary_logloss: 0.256327 valid_1's auc: 0.906018 valid_1's binary_logloss: 0.320478
[147] valid_0's auc: 0.946694 valid_0's binary_logloss: 0.255828 valid_1's auc: 0.905921 valid_1's binary_logloss: 0.320641
Early stopping, best iteration is:
[47] valid_0's auc: 0.922765 valid_0's binary_logloss: 0.299204 valid_1's auc: 0.909758 valid_1's binary_logloss: 0.314006
[1] valid_0's auc: 0.88881 valid_0's binary_logloss: 0.516633 valid_1's auc: 0.897809 valid_1's binary_logloss: 0.50731
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.8922 valid_0's binary_logloss: 0.487561 valid_1's auc: 0.899925 valid_1's binary_logloss: 0.477157
[3] valid_0's auc: 0.892838 valid_0's binary_logloss: 0.464389 valid_1's auc: 0.9023 valid_1's binary_logloss: 0.453152
[4] valid_0's auc: 0.894608 valid_0's binary_logloss: 0.444961 valid_1's auc: 0.9023 valid_1's binary_logloss: 0.434111
[5] valid_0's auc: 0.895384 valid_0's binary_logloss: 0.428899 valid_1's auc: 0.901607 valid_1's binary_logloss: 0.41839
[6] valid_0's auc: 0.895814 valid_0's binary_logloss: 0.415402 valid_1's auc: 0.901971 valid_1's binary_logloss: 0.404739
[7] valid_0's auc: 0.897179 valid_0's binary_logloss: 0.403646 valid_1's auc: 0.902712 valid_1's binary_logloss: 0.393451
[8] valid_0's auc: 0.90014 valid_0's binary_logloss: 0.393717 valid_1's auc: 0.904509 valid_1's binary_logloss: 0.383777
[9] valid_0's auc: 0.901656 valid_0's binary_logloss: 0.384637 valid_1's auc: 0.905082 valid_1's binary_logloss: 0.375071
[10] valid_0's auc: 0.902441 valid_0's binary_logloss: 0.376979 valid_1's auc: 0.905389 valid_1's binary_logloss: 0.36779
[11] valid_0's auc: 0.903086 valid_0's binary_logloss: 0.37018 valid_1's auc: 0.905722 valid_1's binary_logloss: 0.361222
[12] valid_0's auc: 0.903811 valid_0's binary_logloss: 0.364179 valid_1's auc: 0.905739 valid_1's binary_logloss: 0.355887
[13] valid_0's auc: 0.904555 valid_0's binary_logloss: 0.359017 valid_1's auc: 0.905925 valid_1's binary_logloss: 0.3513
[14] valid_0's auc: 0.905441 valid_0's binary_logloss: 0.35414 valid_1's auc: 0.90612 valid_1's binary_logloss: 0.347227
[15] valid_0's auc: 0.906121 valid_0's binary_logloss: 0.349903 valid_1's auc: 0.90617 valid_1's binary_logloss: 0.343705
[16] valid_0's auc: 0.906823 valid_0's binary_logloss: 0.346182 valid_1's auc: 0.906356 valid_1's binary_logloss: 0.340575
[17] valid_0's auc: 0.907623 valid_0's binary_logloss: 0.342618 valid_1's auc: 0.906812 valid_1's binary_logloss: 0.337414
[18] valid_0's auc: 0.908435 valid_0's binary_logloss: 0.339355 valid_1's auc: 0.907089 valid_1's binary_logloss: 0.334802
[19] valid_0's auc: 0.909244 valid_0's binary_logloss: 0.336401 valid_1's auc: 0.907681 valid_1's binary_logloss: 0.33235
[20] valid_0's auc: 0.91019 valid_0's binary_logloss: 0.333492 valid_1's auc: 0.907581 valid_1's binary_logloss: 0.330668
[21] valid_0's auc: 0.910592 valid_0's binary_logloss: 0.331217 valid_1's auc: 0.907705 valid_1's binary_logloss: 0.328752
[22] valid_0's auc: 0.911201 valid_0's binary_logloss: 0.328996 valid_1's auc: 0.908075 valid_1's binary_logloss: 0.32715
[23] valid_0's auc: 0.911776 valid_0's binary_logloss: 0.326873 valid_1's auc: 0.908173 valid_1's binary_logloss: 0.325751
[24] valid_0's auc: 0.912492 valid_0's binary_logloss: 0.324799 valid_1's auc: 0.908508 valid_1's binary_logloss: 0.32443
[25] valid_0's auc: 0.913089 valid_0's binary_logloss: 0.32297 valid_1's auc: 0.908814 valid_1's binary_logloss: 0.322992
[26] valid_0's auc: 0.9136 valid_0's binary_logloss: 0.321192 valid_1's auc: 0.908874 valid_1's binary_logloss: 0.32202
[27] valid_0's auc: 0.914178 valid_0's binary_logloss: 0.319604 valid_1's auc: 0.908948 valid_1's binary_logloss: 0.321157
[28] valid_0's auc: 0.914633 valid_0's binary_logloss: 0.318173 valid_1's auc: 0.908908 valid_1's binary_logloss: 0.320516
[29] valid_0's auc: 0.915064 valid_0's binary_logloss: 0.31679 valid_1's auc: 0.909119 valid_1's binary_logloss: 0.319599
[30] valid_0's auc: 0.915605 valid_0's binary_logloss: 0.315332 valid_1's auc: 0.909347 valid_1's binary_logloss: 0.31877
[31] valid_0's auc: 0.916108 valid_0's binary_logloss: 0.313967 valid_1's auc: 0.909463 valid_1's binary_logloss: 0.318171
[32] valid_0's auc: 0.916571 valid_0's binary_logloss: 0.312762 valid_1's auc: 0.909208 valid_1's binary_logloss: 0.31812
[33] valid_0's auc: 0.917039 valid_0's binary_logloss: 0.311602 valid_1's auc: 0.90931 valid_1's binary_logloss: 0.317603
[34] valid_0's auc: 0.9174 valid_0's binary_logloss: 0.310537 valid_1's auc: 0.909544 valid_1's binary_logloss: 0.317031
[35] valid_0's auc: 0.917876 valid_0's binary_logloss: 0.309427 valid_1's auc: 0.909623 valid_1's binary_logloss: 0.316615
[36] valid_0's auc: 0.918318 valid_0's binary_logloss: 0.308395 valid_1's auc: 0.909647 valid_1's binary_logloss: 0.316259
[37] valid_0's auc: 0.918718 valid_0's binary_logloss: 0.307424 valid_1's auc: 0.909553 valid_1's binary_logloss: 0.316147
[38] valid_0's auc: 0.919117 valid_0's binary_logloss: 0.3065 valid_1's auc: 0.909549 valid_1's binary_logloss: 0.315994
[39] valid_0's auc: 0.919602 valid_0's binary_logloss: 0.305479 valid_1's auc: 0.909566 valid_1's binary_logloss: 0.315843
[40] valid_0's auc: 0.920052 valid_0's binary_logloss: 0.304544 valid_1's auc: 0.909565 valid_1's binary_logloss: 0.315715
[41] valid_0's auc: 0.920506 valid_0's binary_logloss: 0.303599 valid_1's auc: 0.909729 valid_1's binary_logloss: 0.315279
[42] valid_0's auc: 0.920955 valid_0's binary_logloss: 0.302692 valid_1's auc: 0.909832 valid_1's binary_logloss: 0.315004
[43] valid_0's auc: 0.921301 valid_0's binary_logloss: 0.301897 valid_1's auc: 0.909823 valid_1's binary_logloss: 0.314899
[44] valid_0's auc: 0.921781 valid_0's binary_logloss: 0.30102 valid_1's auc: 0.909762 valid_1's binary_logloss: 0.314946
[45] valid_0's auc: 0.92213 valid_0's binary_logloss: 0.300287 valid_1's auc: 0.909701 valid_1's binary_logloss: 0.315008
[46] valid_0's auc: 0.922414 valid_0's binary_logloss: 0.299693 valid_1's auc: 0.909544 valid_1's binary_logloss: 0.315146
[47] valid_0's auc: 0.922809 valid_0's binary_logloss: 0.298955 valid_1's auc: 0.909549 valid_1's binary_logloss: 0.315117
[48] valid_0's auc: 0.923123 valid_0's binary_logloss: 0.298268 valid_1's auc: 0.909456 valid_1's binary_logloss: 0.315204
[49] valid_0's auc: 0.923529 valid_0's binary_logloss: 0.297517 valid_1's auc: 0.909468 valid_1's binary_logloss: 0.315141
[50] valid_0's auc: 0.923806 valid_0's binary_logloss: 0.296969 valid_1's auc: 0.909572 valid_1's binary_logloss: 0.314996
[51] valid_0's auc: 0.924082 valid_0's binary_logloss: 0.296402 valid_1's auc: 0.909673 valid_1's binary_logloss: 0.314823
[52] valid_0's auc: 0.924503 valid_0's binary_logloss: 0.29565 valid_1's auc: 0.909568 valid_1's binary_logloss: 0.314877
[53] valid_0's auc: 0.924835 valid_0's binary_logloss: 0.29506 valid_1's auc: 0.909538 valid_1's binary_logloss: 0.314905
[54] valid_0's auc: 0.925114 valid_0's binary_logloss: 0.294531 valid_1's auc: 0.909518 valid_1's binary_logloss: 0.314906
[55] valid_0's auc: 0.925408 valid_0's binary_logloss: 0.293982 valid_1's auc: 0.909492 valid_1's binary_logloss: 0.314875
[56] valid_0's auc: 0.925704 valid_0's binary_logloss: 0.293444 valid_1's auc: 0.909342 valid_1's binary_logloss: 0.315111
[57] valid_0's auc: 0.926134 valid_0's binary_logloss: 0.292702 valid_1's auc: 0.909256 valid_1's binary_logloss: 0.3152
[58] valid_0's auc: 0.926536 valid_0's binary_logloss: 0.292023 valid_1's auc: 0.90917 valid_1's binary_logloss: 0.315353
[59] valid_0's auc: 0.92682 valid_0's binary_logloss: 0.291539 valid_1's auc: 0.909074 valid_1's binary_logloss: 0.315467
[60] valid_0's auc: 0.927054 valid_0's binary_logloss: 0.291037 valid_1's auc: 0.909065 valid_1's binary_logloss: 0.315472
[61] valid_0's auc: 0.927309 valid_0's binary_logloss: 0.29058 valid_1's auc: 0.909094 valid_1's binary_logloss: 0.315418
[62] valid_0's auc: 0.92773 valid_0's binary_logloss: 0.289873 valid_1's auc: 0.909016 valid_1's binary_logloss: 0.315547
[63] valid_0's auc: 0.928014 valid_0's binary_logloss: 0.289346 valid_1's auc: 0.909041 valid_1's binary_logloss: 0.315524
[64] valid_0's auc: 0.92834 valid_0's binary_logloss: 0.28878 valid_1's auc: 0.908946 valid_1's binary_logloss: 0.315607
[65] valid_0's auc: 0.928682 valid_0's binary_logloss: 0.2882 valid_1's auc: 0.90892 valid_1's binary_logloss: 0.315649
[66] valid_0's auc: 0.928922 valid_0's binary_logloss: 0.287759 valid_1's auc: 0.908894 valid_1's binary_logloss: 0.315691
[67] valid_0's auc: 0.92919 valid_0's binary_logloss: 0.287273 valid_1's auc: 0.908915 valid_1's binary_logloss: 0.315627
[68] valid_0's auc: 0.929473 valid_0's binary_logloss: 0.286709 valid_1's auc: 0.908951 valid_1's binary_logloss: 0.315556
[69] valid_0's auc: 0.929712 valid_0's binary_logloss: 0.286288 valid_1's auc: 0.908921 valid_1's binary_logloss: 0.315629
[70] valid_0's auc: 0.929941 valid_0's binary_logloss: 0.285817 valid_1's auc: 0.909 valid_1's binary_logloss: 0.315509
[71] valid_0's auc: 0.930342 valid_0's binary_logloss: 0.285161 valid_1's auc: 0.908895 valid_1's binary_logloss: 0.315669
[72] valid_0's auc: 0.930616 valid_0's binary_logloss: 0.284691 valid_1's auc: 0.908887 valid_1's binary_logloss: 0.315701
[73] valid_0's auc: 0.930827 valid_0's binary_logloss: 0.284282 valid_1's auc: 0.908707 valid_1's binary_logloss: 0.31595
[74] valid_0's auc: 0.931103 valid_0's binary_logloss: 0.283811 valid_1's auc: 0.908588 valid_1's binary_logloss: 0.316117
[75] valid_0's auc: 0.931462 valid_0's binary_logloss: 0.283179 valid_1's auc: 0.908425 valid_1's binary_logloss: 0.316419
[76] valid_0's auc: 0.931692 valid_0's binary_logloss: 0.282719 valid_1's auc: 0.908379 valid_1's binary_logloss: 0.316475
[77] valid_0's auc: 0.931967 valid_0's binary_logloss: 0.282254 valid_1's auc: 0.908221 valid_1's binary_logloss: 0.316737
[78] valid_0's auc: 0.932265 valid_0's binary_logloss: 0.281721 valid_1's auc: 0.908113 valid_1's binary_logloss: 0.316892
[79] valid_0's auc: 0.932524 valid_0's binary_logloss: 0.28124 valid_1's auc: 0.9081 valid_1's binary_logloss: 0.316917
[80] valid_0's auc: 0.932781 valid_0's binary_logloss: 0.280808 valid_1's auc: 0.908166 valid_1's binary_logloss: 0.316796
[81] valid_0's auc: 0.933036 valid_0's binary_logloss: 0.280358 valid_1's auc: 0.908104 valid_1's binary_logloss: 0.316889
[82] valid_0's auc: 0.933223 valid_0's binary_logloss: 0.279973 valid_1's auc: 0.908107 valid_1's binary_logloss: 0.316867
[83] valid_0's auc: 0.933561 valid_0's binary_logloss: 0.279372 valid_1's auc: 0.908222 valid_1's binary_logloss: 0.316739
[84] valid_0's auc: 0.933816 valid_0's binary_logloss: 0.278899 valid_1's auc: 0.908321 valid_1's binary_logloss: 0.3166
[85] valid_0's auc: 0.934142 valid_0's binary_logloss: 0.278344 valid_1's auc: 0.908276 valid_1's binary_logloss: 0.31665
[86] valid_0's auc: 0.934471 valid_0's binary_logloss: 0.27782 valid_1's auc: 0.908203 valid_1's binary_logloss: 0.316755
[87] valid_0's auc: 0.934733 valid_0's binary_logloss: 0.277346 valid_1's auc: 0.908141 valid_1's binary_logloss: 0.316871
[88] valid_0's auc: 0.934983 valid_0's binary_logloss: 0.276943 valid_1's auc: 0.908135 valid_1's binary_logloss: 0.3169
[89] valid_0's auc: 0.935247 valid_0's binary_logloss: 0.276471 valid_1's auc: 0.90804 valid_1's binary_logloss: 0.317069
[90] valid_0's auc: 0.935511 valid_0's binary_logloss: 0.276014 valid_1's auc: 0.908094 valid_1's binary_logloss: 0.31701
[91] valid_0's auc: 0.935772 valid_0's binary_logloss: 0.275588 valid_1's auc: 0.907886 valid_1's binary_logloss: 0.317343
[92] valid_0's auc: 0.935945 valid_0's binary_logloss: 0.275249 valid_1's auc: 0.90796 valid_1's binary_logloss: 0.317233
[93] valid_0's auc: 0.936189 valid_0's binary_logloss: 0.274811 valid_1's auc: 0.907927 valid_1's binary_logloss: 0.317334
[94] valid_0's auc: 0.936458 valid_0's binary_logloss: 0.274334 valid_1's auc: 0.907757 valid_1's binary_logloss: 0.317608
[95] valid_0's auc: 0.936693 valid_0's binary_logloss: 0.273914 valid_1's auc: 0.907818 valid_1's binary_logloss: 0.317529
[96] valid_0's auc: 0.936969 valid_0's binary_logloss: 0.273441 valid_1's auc: 0.907825 valid_1's binary_logloss: 0.317536
[97] valid_0's auc: 0.937284 valid_0's binary_logloss: 0.272902 valid_1's auc: 0.907795 valid_1's binary_logloss: 0.317582
[98] valid_0's auc: 0.9375 valid_0's binary_logloss: 0.272531 valid_1's auc: 0.907882 valid_1's binary_logloss: 0.317457
[99] valid_0's auc: 0.937685 valid_0's binary_logloss: 0.27218 valid_1's auc: 0.907937 valid_1's binary_logloss: 0.31741
[100] valid_0's auc: 0.937882 valid_0's binary_logloss: 0.271823 valid_1's auc: 0.907858 valid_1's binary_logloss: 0.317571
[101] valid_0's auc: 0.938136 valid_0's binary_logloss: 0.271393 valid_1's auc: 0.907792 valid_1's binary_logloss: 0.317691
[102] valid_0's auc: 0.938405 valid_0's binary_logloss: 0.2709 valid_1's auc: 0.907839 valid_1's binary_logloss: 0.317649
[103] valid_0's auc: 0.938527 valid_0's binary_logloss: 0.270661 valid_1's auc: 0.907828 valid_1's binary_logloss: 0.317663
[104] valid_0's auc: 0.938881 valid_0's binary_logloss: 0.270075 valid_1's auc: 0.907805 valid_1's binary_logloss: 0.31769
[105] valid_0's auc: 0.939169 valid_0's binary_logloss: 0.269567 valid_1's auc: 0.907687 valid_1's binary_logloss: 0.317883
[106] valid_0's auc: 0.939411 valid_0's binary_logloss: 0.269135 valid_1's auc: 0.907587 valid_1's binary_logloss: 0.318056
[107] valid_0's auc: 0.93957 valid_0's binary_logloss: 0.26885 valid_1's auc: 0.907556 valid_1's binary_logloss: 0.318144
[108] valid_0's auc: 0.939791 valid_0's binary_logloss: 0.268429 valid_1's auc: 0.907508 valid_1's binary_logloss: 0.318241
[109] valid_0's auc: 0.939985 valid_0's binary_logloss: 0.268097 valid_1's auc: 0.907494 valid_1's binary_logloss: 0.318289
[110] valid_0's auc: 0.940246 valid_0's binary_logloss: 0.267644 valid_1's auc: 0.907512 valid_1's binary_logloss: 0.318286
[111] valid_0's auc: 0.940427 valid_0's binary_logloss: 0.267298 valid_1's auc: 0.907518 valid_1's binary_logloss: 0.318282
[112] valid_0's auc: 0.940611 valid_0's binary_logloss: 0.266964 valid_1's auc: 0.907444 valid_1's binary_logloss: 0.318432
[113] valid_0's auc: 0.940817 valid_0's binary_logloss: 0.266597 valid_1's auc: 0.907376 valid_1's binary_logloss: 0.318552
[114] valid_0's auc: 0.941022 valid_0's binary_logloss: 0.26619 valid_1's auc: 0.907316 valid_1's binary_logloss: 0.318675
[115] valid_0's auc: 0.941189 valid_0's binary_logloss: 0.265891 valid_1's auc: 0.907221 valid_1's binary_logloss: 0.318873
[116] valid_0's auc: 0.941416 valid_0's binary_logloss: 0.265491 valid_1's auc: 0.907157 valid_1's binary_logloss: 0.318999
[117] valid_0's auc: 0.941581 valid_0's binary_logloss: 0.265203 valid_1's auc: 0.907102 valid_1's binary_logloss: 0.319127
[118] valid_0's auc: 0.941764 valid_0's binary_logloss: 0.264857 valid_1's auc: 0.906981 valid_1's binary_logloss: 0.319351
[119] valid_0's auc: 0.941961 valid_0's binary_logloss: 0.264515 valid_1's auc: 0.906973 valid_1's binary_logloss: 0.31941
[120] valid_0's auc: 0.942167 valid_0's binary_logloss: 0.264112 valid_1's auc: 0.906999 valid_1's binary_logloss: 0.319384
[121] valid_0's auc: 0.942449 valid_0's binary_logloss: 0.263633 valid_1's auc: 0.906844 valid_1's binary_logloss: 0.31974
[122] valid_0's auc: 0.942589 valid_0's binary_logloss: 0.263307 valid_1's auc: 0.906764 valid_1's binary_logloss: 0.319956
[123] valid_0's auc: 0.942759 valid_0's binary_logloss: 0.263017 valid_1's auc: 0.906711 valid_1's binary_logloss: 0.319992
[124] valid_0's auc: 0.942957 valid_0's binary_logloss: 0.26267 valid_1's auc: 0.9068 valid_1's binary_logloss: 0.3199
[125] valid_0's auc: 0.943108 valid_0's binary_logloss: 0.262386 valid_1's auc: 0.906768 valid_1's binary_logloss: 0.319971
[126] valid_0's auc: 0.94336 valid_0's binary_logloss: 0.261907 valid_1's auc: 0.906729 valid_1's binary_logloss: 0.320052
[127] valid_0's auc: 0.943581 valid_0's binary_logloss: 0.261486 valid_1's auc: 0.906791 valid_1's binary_logloss: 0.319981
[128] valid_0's auc: 0.9437 valid_0's binary_logloss: 0.261242 valid_1's auc: 0.906715 valid_1's binary_logloss: 0.320109
[129] valid_0's auc: 0.943848 valid_0's binary_logloss: 0.260956 valid_1's auc: 0.906648 valid_1's binary_logloss: 0.320251
[130] valid_0's auc: 0.944112 valid_0's binary_logloss: 0.260507 valid_1's auc: 0.906714 valid_1's binary_logloss: 0.320192
[131] valid_0's auc: 0.944264 valid_0's binary_logloss: 0.260233 valid_1's auc: 0.906735 valid_1's binary_logloss: 0.320171
[132] valid_0's auc: 0.944414 valid_0's binary_logloss: 0.259948 valid_1's auc: 0.906679 valid_1's binary_logloss: 0.320298
[133] valid_0's auc: 0.944524 valid_0's binary_logloss: 0.25974 valid_1's auc: 0.906678 valid_1's binary_logloss: 0.320256
[134] valid_0's auc: 0.944779 valid_0's binary_logloss: 0.259299 valid_1's auc: 0.906729 valid_1's binary_logloss: 0.320184
[135] valid_0's auc: 0.944928 valid_0's binary_logloss: 0.259016 valid_1's auc: 0.906739 valid_1's binary_logloss: 0.32021
[136] valid_0's auc: 0.945016 valid_0's binary_logloss: 0.258823 valid_1's auc: 0.906707 valid_1's binary_logloss: 0.320319
[137] valid_0's auc: 0.945186 valid_0's binary_logloss: 0.258479 valid_1's auc: 0.906629 valid_1's binary_logloss: 0.32051
[138] valid_0's auc: 0.945293 valid_0's binary_logloss: 0.258258 valid_1's auc: 0.906617 valid_1's binary_logloss: 0.320569
[139] valid_0's auc: 0.945537 valid_0's binary_logloss: 0.257809 valid_1's auc: 0.906646 valid_1's binary_logloss: 0.320558
[140] valid_0's auc: 0.945752 valid_0's binary_logloss: 0.257418 valid_1's auc: 0.90646 valid_1's binary_logloss: 0.320913
[141] valid_0's auc: 0.945873 valid_0's binary_logloss: 0.257134 valid_1's auc: 0.906449 valid_1's binary_logloss: 0.320996
[142] valid_0's auc: 0.945985 valid_0's binary_logloss: 0.256925 valid_1's auc: 0.906314 valid_1's binary_logloss: 0.321262
Early stopping, best iteration is:
[42] valid_0's auc: 0.920955 valid_0's binary_logloss: 0.302692 valid_1's auc: 0.909832 valid_1's binary_logloss: 0.315004
[1] valid_0's auc: 0.887249 valid_0's binary_logloss: 0.517046 valid_1's auc: 0.892969 valid_1's binary_logloss: 0.508431
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.889524 valid_0's binary_logloss: 0.488088 valid_1's auc: 0.89592 valid_1's binary_logloss: 0.478873
[3] valid_0's auc: 0.891571 valid_0's binary_logloss: 0.464744 valid_1's auc: 0.896177 valid_1's binary_logloss: 0.455472
[4] valid_0's auc: 0.893868 valid_0's binary_logloss: 0.445249 valid_1's auc: 0.897585 valid_1's binary_logloss: 0.43623
[5] valid_0's auc: 0.897186 valid_0's binary_logloss: 0.429114 valid_1's auc: 0.900745 valid_1's binary_logloss: 0.419804
[6] valid_0's auc: 0.898078 valid_0's binary_logloss: 0.415466 valid_1's auc: 0.901242 valid_1's binary_logloss: 0.406401
[7] valid_0's auc: 0.899398 valid_0's binary_logloss: 0.403794 valid_1's auc: 0.90246 valid_1's binary_logloss: 0.394732
[8] valid_0's auc: 0.900616 valid_0's binary_logloss: 0.393732 valid_1's auc: 0.902926 valid_1's binary_logloss: 0.385104
[9] valid_0's auc: 0.901282 valid_0's binary_logloss: 0.384962 valid_1's auc: 0.903761 valid_1's binary_logloss: 0.376423
[10] valid_0's auc: 0.902116 valid_0's binary_logloss: 0.377268 valid_1's auc: 0.903857 valid_1's binary_logloss: 0.369348
[11] valid_0's auc: 0.902911 valid_0's binary_logloss: 0.370559 valid_1's auc: 0.90371 valid_1's binary_logloss: 0.36337
[12] valid_0's auc: 0.903892 valid_0's binary_logloss: 0.364523 valid_1's auc: 0.904465 valid_1's binary_logloss: 0.357744
[13] valid_0's auc: 0.904864 valid_0's binary_logloss: 0.359224 valid_1's auc: 0.904853 valid_1's binary_logloss: 0.352978
[14] valid_0's auc: 0.905535 valid_0's binary_logloss: 0.354517 valid_1's auc: 0.905195 valid_1's binary_logloss: 0.348745
[15] valid_0's auc: 0.906247 valid_0's binary_logloss: 0.350292 valid_1's auc: 0.905529 valid_1's binary_logloss: 0.345032
[16] valid_0's auc: 0.906797 valid_0's binary_logloss: 0.346472 valid_1's auc: 0.905953 valid_1's binary_logloss: 0.341776
[17] valid_0's auc: 0.907358 valid_0's binary_logloss: 0.343123 valid_1's auc: 0.906447 valid_1's binary_logloss: 0.338822
[18] valid_0's auc: 0.908033 valid_0's binary_logloss: 0.339924 valid_1's auc: 0.906787 valid_1's binary_logloss: 0.336244
[19] valid_0's auc: 0.90894 valid_0's binary_logloss: 0.336948 valid_1's auc: 0.906907 valid_1's binary_logloss: 0.334159
[20] valid_0's auc: 0.909391 valid_0's binary_logloss: 0.334429 valid_1's auc: 0.907131 valid_1's binary_logloss: 0.33207
[21] valid_0's auc: 0.910056 valid_0's binary_logloss: 0.332011 valid_1's auc: 0.90702 valid_1's binary_logloss: 0.330628
[22] valid_0's auc: 0.910577 valid_0's binary_logloss: 0.329834 valid_1's auc: 0.907394 valid_1's binary_logloss: 0.328778
[23] valid_0's auc: 0.911226 valid_0's binary_logloss: 0.32774 valid_1's auc: 0.90738 valid_1's binary_logloss: 0.32746
[24] valid_0's auc: 0.911924 valid_0's binary_logloss: 0.325717 valid_1's auc: 0.907391 valid_1's binary_logloss: 0.326361
[25] valid_0's auc: 0.912617 valid_0's binary_logloss: 0.323749 valid_1's auc: 0.907639 valid_1's binary_logloss: 0.325176
[26] valid_0's auc: 0.913165 valid_0's binary_logloss: 0.322012 valid_1's auc: 0.907708 valid_1's binary_logloss: 0.324169
[27] valid_0's auc: 0.913655 valid_0's binary_logloss: 0.320373 valid_1's auc: 0.907891 valid_1's binary_logloss: 0.323092
[28] valid_0's auc: 0.914286 valid_0's binary_logloss: 0.318824 valid_1's auc: 0.907861 valid_1's binary_logloss: 0.322584
[29] valid_0's auc: 0.914847 valid_0's binary_logloss: 0.317292 valid_1's auc: 0.908126 valid_1's binary_logloss: 0.321611
[30] valid_0's auc: 0.915298 valid_0's binary_logloss: 0.315967 valid_1's auc: 0.908059 valid_1's binary_logloss: 0.321195
[31] valid_0's auc: 0.915775 valid_0's binary_logloss: 0.314611 valid_1's auc: 0.908015 valid_1's binary_logloss: 0.320673
[32] valid_0's auc: 0.91635 valid_0's binary_logloss: 0.313328 valid_1's auc: 0.908011 valid_1's binary_logloss: 0.320335
[33] valid_0's auc: 0.916807 valid_0's binary_logloss: 0.312169 valid_1's auc: 0.908099 valid_1's binary_logloss: 0.319871
[34] valid_0's auc: 0.917257 valid_0's binary_logloss: 0.311013 valid_1's auc: 0.908253 valid_1's binary_logloss: 0.319253
[35] valid_0's auc: 0.917787 valid_0's binary_logloss: 0.309842 valid_1's auc: 0.908178 valid_1's binary_logloss: 0.31912
[36] valid_0's auc: 0.918288 valid_0's binary_logloss: 0.308697 valid_1's auc: 0.908109 valid_1's binary_logloss: 0.318934
[37] valid_0's auc: 0.918804 valid_0's binary_logloss: 0.307571 valid_1's auc: 0.907999 valid_1's binary_logloss: 0.318877
[38] valid_0's auc: 0.919173 valid_0's binary_logloss: 0.3067 valid_1's auc: 0.907944 valid_1's binary_logloss: 0.318701
[39] valid_0's auc: 0.919557 valid_0's binary_logloss: 0.305783 valid_1's auc: 0.907894 valid_1's binary_logloss: 0.318635
[40] valid_0's auc: 0.919943 valid_0's binary_logloss: 0.304916 valid_1's auc: 0.907979 valid_1's binary_logloss: 0.318348
[41] valid_0's auc: 0.92037 valid_0's binary_logloss: 0.304024 valid_1's auc: 0.907966 valid_1's binary_logloss: 0.318249
[42] valid_0's auc: 0.920893 valid_0's binary_logloss: 0.302996 valid_1's auc: 0.908023 valid_1's binary_logloss: 0.318068
[43] valid_0's auc: 0.92124 valid_0's binary_logloss: 0.302253 valid_1's auc: 0.907942 valid_1's binary_logloss: 0.318081
[44] valid_0's auc: 0.921609 valid_0's binary_logloss: 0.301468 valid_1's auc: 0.908001 valid_1's binary_logloss: 0.317883
[45] valid_0's auc: 0.922075 valid_0's binary_logloss: 0.30058 valid_1's auc: 0.907876 valid_1's binary_logloss: 0.318003
[46] valid_0's auc: 0.922551 valid_0's binary_logloss: 0.29974 valid_1's auc: 0.907752 valid_1's binary_logloss: 0.318115
[47] valid_0's auc: 0.922922 valid_0's binary_logloss: 0.298977 valid_1's auc: 0.907693 valid_1's binary_logloss: 0.318092
[48] valid_0's auc: 0.923285 valid_0's binary_logloss: 0.29826 valid_1's auc: 0.907499 valid_1's binary_logloss: 0.318308
[49] valid_0's auc: 0.923627 valid_0's binary_logloss: 0.297577 valid_1's auc: 0.90755 valid_1's binary_logloss: 0.318111
[50] valid_0's auc: 0.923986 valid_0's binary_logloss: 0.296898 valid_1's auc: 0.907649 valid_1's binary_logloss: 0.31796
[51] valid_0's auc: 0.924293 valid_0's binary_logloss: 0.296269 valid_1's auc: 0.907599 valid_1's binary_logloss: 0.318015
[52] valid_0's auc: 0.924596 valid_0's binary_logloss: 0.295708 valid_1's auc: 0.907622 valid_1's binary_logloss: 0.317926
[53] valid_0's auc: 0.924934 valid_0's binary_logloss: 0.295119 valid_1's auc: 0.907669 valid_1's binary_logloss: 0.317825
[54] valid_0's auc: 0.925235 valid_0's binary_logloss: 0.29458 valid_1's auc: 0.907473 valid_1's binary_logloss: 0.31809
[55] valid_0's auc: 0.92551 valid_0's binary_logloss: 0.29404 valid_1's auc: 0.90748 valid_1's binary_logloss: 0.318061
[56] valid_0's auc: 0.925816 valid_0's binary_logloss: 0.293478 valid_1's auc: 0.907316 valid_1's binary_logloss: 0.318303
[57] valid_0's auc: 0.926154 valid_0's binary_logloss: 0.292838 valid_1's auc: 0.907253 valid_1's binary_logloss: 0.318391
[58] valid_0's auc: 0.926504 valid_0's binary_logloss: 0.292189 valid_1's auc: 0.907239 valid_1's binary_logloss: 0.318414
[59] valid_0's auc: 0.926985 valid_0's binary_logloss: 0.291366 valid_1's auc: 0.907139 valid_1's binary_logloss: 0.318608
[60] valid_0's auc: 0.927304 valid_0's binary_logloss: 0.290795 valid_1's auc: 0.907005 valid_1's binary_logloss: 0.318809
[61] valid_0's auc: 0.927553 valid_0's binary_logloss: 0.290337 valid_1's auc: 0.906991 valid_1's binary_logloss: 0.318832
[62] valid_0's auc: 0.927852 valid_0's binary_logloss: 0.289838 valid_1's auc: 0.906952 valid_1's binary_logloss: 0.318876
[63] valid_0's auc: 0.928145 valid_0's binary_logloss: 0.289317 valid_1's auc: 0.907064 valid_1's binary_logloss: 0.3187
[64] valid_0's auc: 0.928418 valid_0's binary_logloss: 0.288819 valid_1's auc: 0.907125 valid_1's binary_logloss: 0.318568
[65] valid_0's auc: 0.9287 valid_0's binary_logloss: 0.288286 valid_1's auc: 0.907162 valid_1's binary_logloss: 0.318489
[66] valid_0's auc: 0.928994 valid_0's binary_logloss: 0.287769 valid_1's auc: 0.907155 valid_1's binary_logloss: 0.318518
[67] valid_0's auc: 0.9293 valid_0's binary_logloss: 0.287216 valid_1's auc: 0.907038 valid_1's binary_logloss: 0.318722
[68] valid_0's auc: 0.929655 valid_0's binary_logloss: 0.286583 valid_1's auc: 0.906888 valid_1's binary_logloss: 0.319015
[69] valid_0's auc: 0.929913 valid_0's binary_logloss: 0.286077 valid_1's auc: 0.906835 valid_1's binary_logloss: 0.319125
[70] valid_0's auc: 0.930233 valid_0's binary_logloss: 0.285539 valid_1's auc: 0.906807 valid_1's binary_logloss: 0.319226
[71] valid_0's auc: 0.930568 valid_0's binary_logloss: 0.284961 valid_1's auc: 0.906803 valid_1's binary_logloss: 0.319246
[72] valid_0's auc: 0.930792 valid_0's binary_logloss: 0.284562 valid_1's auc: 0.906777 valid_1's binary_logloss: 0.319288
[73] valid_0's auc: 0.931085 valid_0's binary_logloss: 0.284042 valid_1's auc: 0.906801 valid_1's binary_logloss: 0.319209
[74] valid_0's auc: 0.931332 valid_0's binary_logloss: 0.283569 valid_1's auc: 0.906751 valid_1's binary_logloss: 0.319299
[75] valid_0's auc: 0.931579 valid_0's binary_logloss: 0.283123 valid_1's auc: 0.906647 valid_1's binary_logloss: 0.319509
[76] valid_0's auc: 0.931918 valid_0's binary_logloss: 0.282493 valid_1's auc: 0.906543 valid_1's binary_logloss: 0.319702
[77] valid_0's auc: 0.932194 valid_0's binary_logloss: 0.282015 valid_1's auc: 0.906574 valid_1's binary_logloss: 0.31965
[78] valid_0's auc: 0.932473 valid_0's binary_logloss: 0.28153 valid_1's auc: 0.906418 valid_1's binary_logloss: 0.319889
[79] valid_0's auc: 0.932754 valid_0's binary_logloss: 0.281033 valid_1's auc: 0.906417 valid_1's binary_logloss: 0.31994
[80] valid_0's auc: 0.9331 valid_0's binary_logloss: 0.28045 valid_1's auc: 0.906488 valid_1's binary_logloss: 0.319837
[81] valid_0's auc: 0.933319 valid_0's binary_logloss: 0.280032 valid_1's auc: 0.906392 valid_1's binary_logloss: 0.320006
[82] valid_0's auc: 0.933574 valid_0's binary_logloss: 0.279565 valid_1's auc: 0.906399 valid_1's binary_logloss: 0.319974
[83] valid_0's auc: 0.933815 valid_0's binary_logloss: 0.279124 valid_1's auc: 0.90638 valid_1's binary_logloss: 0.319972
[84] valid_0's auc: 0.934054 valid_0's binary_logloss: 0.278694 valid_1's auc: 0.9064 valid_1's binary_logloss: 0.319972
[85] valid_0's auc: 0.934305 valid_0's binary_logloss: 0.278245 valid_1's auc: 0.906362 valid_1's binary_logloss: 0.32008
[86] valid_0's auc: 0.934492 valid_0's binary_logloss: 0.277864 valid_1's auc: 0.906283 valid_1's binary_logloss: 0.320265
[87] valid_0's auc: 0.934723 valid_0's binary_logloss: 0.277446 valid_1's auc: 0.906271 valid_1's binary_logloss: 0.320322
[88] valid_0's auc: 0.934947 valid_0's binary_logloss: 0.277032 valid_1's auc: 0.906283 valid_1's binary_logloss: 0.320297
[89] valid_0's auc: 0.935136 valid_0's binary_logloss: 0.276663 valid_1's auc: 0.906198 valid_1's binary_logloss: 0.32049
[90] valid_0's auc: 0.935346 valid_0's binary_logloss: 0.276287 valid_1's auc: 0.906217 valid_1's binary_logloss: 0.320508
[91] valid_0's auc: 0.935619 valid_0's binary_logloss: 0.275802 valid_1's auc: 0.906303 valid_1's binary_logloss: 0.320356
[92] valid_0's auc: 0.935846 valid_0's binary_logloss: 0.275424 valid_1's auc: 0.906227 valid_1's binary_logloss: 0.320453
[93] valid_0's auc: 0.936065 valid_0's binary_logloss: 0.275032 valid_1's auc: 0.906321 valid_1's binary_logloss: 0.320316
[94] valid_0's auc: 0.936252 valid_0's binary_logloss: 0.274672 valid_1's auc: 0.906233 valid_1's binary_logloss: 0.320518
[95] valid_0's auc: 0.936445 valid_0's binary_logloss: 0.274334 valid_1's auc: 0.906183 valid_1's binary_logloss: 0.320564
[96] valid_0's auc: 0.936672 valid_0's binary_logloss: 0.273923 valid_1's auc: 0.906154 valid_1's binary_logloss: 0.320596
[97] valid_0's auc: 0.936901 valid_0's binary_logloss: 0.273528 valid_1's auc: 0.906089 valid_1's binary_logloss: 0.320762
[98] valid_0's auc: 0.93708 valid_0's binary_logloss: 0.273201 valid_1's auc: 0.90606 valid_1's binary_logloss: 0.320816
[99] valid_0's auc: 0.937283 valid_0's binary_logloss: 0.272835 valid_1's auc: 0.906067 valid_1's binary_logloss: 0.320856
[100] valid_0's auc: 0.937499 valid_0's binary_logloss: 0.272444 valid_1's auc: 0.906046 valid_1's binary_logloss: 0.320926
[101] valid_0's auc: 0.937721 valid_0's binary_logloss: 0.272066 valid_1's auc: 0.906036 valid_1's binary_logloss: 0.320947
[102] valid_0's auc: 0.937963 valid_0's binary_logloss: 0.271618 valid_1's auc: 0.906021 valid_1's binary_logloss: 0.320954
[103] valid_0's auc: 0.938129 valid_0's binary_logloss: 0.271329 valid_1's auc: 0.906037 valid_1's binary_logloss: 0.321011
[104] valid_0's auc: 0.938367 valid_0's binary_logloss: 0.270871 valid_1's auc: 0.905985 valid_1's binary_logloss: 0.32118
[105] valid_0's auc: 0.938537 valid_0's binary_logloss: 0.270548 valid_1's auc: 0.905892 valid_1's binary_logloss: 0.321396
[106] valid_0's auc: 0.938726 valid_0's binary_logloss: 0.27019 valid_1's auc: 0.905895 valid_1's binary_logloss: 0.32139
[107] valid_0's auc: 0.938923 valid_0's binary_logloss: 0.269842 valid_1's auc: 0.905919 valid_1's binary_logloss: 0.321356
[108] valid_0's auc: 0.939075 valid_0's binary_logloss: 0.269579 valid_1's auc: 0.905891 valid_1's binary_logloss: 0.321416
[109] valid_0's auc: 0.939344 valid_0's binary_logloss: 0.269115 valid_1's auc: 0.905922 valid_1's binary_logloss: 0.321438
[110] valid_0's auc: 0.939572 valid_0's binary_logloss: 0.268724 valid_1's auc: 0.905857 valid_1's binary_logloss: 0.321602
[111] valid_0's auc: 0.93982 valid_0's binary_logloss: 0.268267 valid_1's auc: 0.905818 valid_1's binary_logloss: 0.32167
[112] valid_0's auc: 0.940029 valid_0's binary_logloss: 0.267894 valid_1's auc: 0.905707 valid_1's binary_logloss: 0.321826
[113] valid_0's auc: 0.940206 valid_0's binary_logloss: 0.267508 valid_1's auc: 0.905638 valid_1's binary_logloss: 0.321991
[114] valid_0's auc: 0.940462 valid_0's binary_logloss: 0.267049 valid_1's auc: 0.905593 valid_1's binary_logloss: 0.322087
[115] valid_0's auc: 0.940639 valid_0's binary_logloss: 0.266716 valid_1's auc: 0.90557 valid_1's binary_logloss: 0.32215
[116] valid_0's auc: 0.94083 valid_0's binary_logloss: 0.266406 valid_1's auc: 0.905444 valid_1's binary_logloss: 0.322341
[117] valid_0's auc: 0.941021 valid_0's binary_logloss: 0.266029 valid_1's auc: 0.905374 valid_1's binary_logloss: 0.322546
[118] valid_0's auc: 0.941259 valid_0's binary_logloss: 0.265625 valid_1's auc: 0.905347 valid_1's binary_logloss: 0.322609
[119] valid_0's auc: 0.941491 valid_0's binary_logloss: 0.265255 valid_1's auc: 0.905292 valid_1's binary_logloss: 0.322695
[120] valid_0's auc: 0.941711 valid_0's binary_logloss: 0.264853 valid_1's auc: 0.90531 valid_1's binary_logloss: 0.322673
[121] valid_0's auc: 0.941847 valid_0's binary_logloss: 0.264551 valid_1's auc: 0.905391 valid_1's binary_logloss: 0.322663
[122] valid_0's auc: 0.942006 valid_0's binary_logloss: 0.264255 valid_1's auc: 0.905345 valid_1's binary_logloss: 0.322787
[123] valid_0's auc: 0.942171 valid_0's binary_logloss: 0.263909 valid_1's auc: 0.905214 valid_1's binary_logloss: 0.323012
[124] valid_0's auc: 0.942392 valid_0's binary_logloss: 0.263522 valid_1's auc: 0.905208 valid_1's binary_logloss: 0.323058
[125] valid_0's auc: 0.942556 valid_0's binary_logloss: 0.263229 valid_1's auc: 0.905137 valid_1's binary_logloss: 0.323252
[126] valid_0's auc: 0.9427 valid_0's binary_logloss: 0.262933 valid_1's auc: 0.905096 valid_1's binary_logloss: 0.323417
[127] valid_0's auc: 0.94286 valid_0's binary_logloss: 0.262591 valid_1's auc: 0.904998 valid_1's binary_logloss: 0.323675
[128] valid_0's auc: 0.943043 valid_0's binary_logloss: 0.262256 valid_1's auc: 0.904917 valid_1's binary_logloss: 0.323789
[129] valid_0's auc: 0.943206 valid_0's binary_logloss: 0.261946 valid_1's auc: 0.90497 valid_1's binary_logloss: 0.323759
[130] valid_0's auc: 0.943418 valid_0's binary_logloss: 0.261588 valid_1's auc: 0.90479 valid_1's binary_logloss: 0.324096
[131] valid_0's auc: 0.943584 valid_0's binary_logloss: 0.261263 valid_1's auc: 0.90464 valid_1's binary_logloss: 0.324415
[132] valid_0's auc: 0.943738 valid_0's binary_logloss: 0.260986 valid_1's auc: 0.904691 valid_1's binary_logloss: 0.324351
[133] valid_0's auc: 0.943902 valid_0's binary_logloss: 0.260669 valid_1's auc: 0.904688 valid_1's binary_logloss: 0.32437
[134] valid_0's auc: 0.944035 valid_0's binary_logloss: 0.260408 valid_1's auc: 0.904672 valid_1's binary_logloss: 0.324445
Early stopping, best iteration is:
[34] valid_0's auc: 0.917257 valid_0's binary_logloss: 0.311013 valid_1's auc: 0.908253 valid_1's binary_logloss: 0.319253
[1] valid_0's auc: 0.888786 valid_0's binary_logloss: 0.516801 valid_1's auc: 0.894376 valid_1's binary_logloss: 0.508215
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.892051 valid_0's binary_logloss: 0.487909 valid_1's auc: 0.897516 valid_1's binary_logloss: 0.478613
[3] valid_0's auc: 0.892499 valid_0's binary_logloss: 0.464939 valid_1's auc: 0.897999 valid_1's binary_logloss: 0.455284
[4] valid_0's auc: 0.893544 valid_0's binary_logloss: 0.445997 valid_1's auc: 0.898579 valid_1's binary_logloss: 0.43625
[5] valid_0's auc: 0.897183 valid_0's binary_logloss: 0.429801 valid_1's auc: 0.901802 valid_1's binary_logloss: 0.419978
[6] valid_0's auc: 0.898312 valid_0's binary_logloss: 0.416121 valid_1's auc: 0.902211 valid_1's binary_logloss: 0.406386
[7] valid_0's auc: 0.899236 valid_0's binary_logloss: 0.40443 valid_1's auc: 0.902787 valid_1's binary_logloss: 0.394757
[8] valid_0's auc: 0.899639 valid_0's binary_logloss: 0.394315 valid_1's auc: 0.90375 valid_1's binary_logloss: 0.384547
[9] valid_0's auc: 0.900834 valid_0's binary_logloss: 0.38557 valid_1's auc: 0.904192 valid_1's binary_logloss: 0.376078
[10] valid_0's auc: 0.901746 valid_0's binary_logloss: 0.377945 valid_1's auc: 0.904481 valid_1's binary_logloss: 0.368806
[11] valid_0's auc: 0.90252 valid_0's binary_logloss: 0.371205 valid_1's auc: 0.904908 valid_1's binary_logloss: 0.362532
[12] valid_0's auc: 0.903208 valid_0's binary_logloss: 0.365265 valid_1's auc: 0.905106 valid_1's binary_logloss: 0.35705
[13] valid_0's auc: 0.904384 valid_0's binary_logloss: 0.359865 valid_1's auc: 0.90581 valid_1's binary_logloss: 0.352017
[14] valid_0's auc: 0.905128 valid_0's binary_logloss: 0.355111 valid_1's auc: 0.905975 valid_1's binary_logloss: 0.347824
[15] valid_0's auc: 0.905705 valid_0's binary_logloss: 0.350793 valid_1's auc: 0.906472 valid_1's binary_logloss: 0.343996
[16] valid_0's auc: 0.906417 valid_0's binary_logloss: 0.34692 valid_1's auc: 0.907106 valid_1's binary_logloss: 0.340538
[17] valid_0's auc: 0.906991 valid_0's binary_logloss: 0.343486 valid_1's auc: 0.907413 valid_1's binary_logloss: 0.337566
[18] valid_0's auc: 0.907685 valid_0's binary_logloss: 0.3403 valid_1's auc: 0.907541 valid_1's binary_logloss: 0.335193
[19] valid_0's auc: 0.908697 valid_0's binary_logloss: 0.33718 valid_1's auc: 0.907662 valid_1's binary_logloss: 0.332963
[20] valid_0's auc: 0.909236 valid_0's binary_logloss: 0.334664 valid_1's auc: 0.907698 valid_1's binary_logloss: 0.331169
[21] valid_0's auc: 0.909946 valid_0's binary_logloss: 0.332149 valid_1's auc: 0.907765 valid_1's binary_logloss: 0.329395
[22] valid_0's auc: 0.91055 valid_0's binary_logloss: 0.329865 valid_1's auc: 0.907693 valid_1's binary_logloss: 0.327991
[23] valid_0's auc: 0.911096 valid_0's binary_logloss: 0.327761 valid_1's auc: 0.907887 valid_1's binary_logloss: 0.326502
[24] valid_0's auc: 0.911622 valid_0's binary_logloss: 0.325895 valid_1's auc: 0.907813 valid_1's binary_logloss: 0.325328
[25] valid_0's auc: 0.912289 valid_0's binary_logloss: 0.324032 valid_1's auc: 0.907784 valid_1's binary_logloss: 0.324371
[26] valid_0's auc: 0.912815 valid_0's binary_logloss: 0.32235 valid_1's auc: 0.908048 valid_1's binary_logloss: 0.323317
[27] valid_0's auc: 0.91329 valid_0's binary_logloss: 0.320853 valid_1's auc: 0.908322 valid_1's binary_logloss: 0.322224
[28] valid_0's auc: 0.913917 valid_0's binary_logloss: 0.319217 valid_1's auc: 0.908533 valid_1's binary_logloss: 0.321302
[29] valid_0's auc: 0.914402 valid_0's binary_logloss: 0.317782 valid_1's auc: 0.908546 valid_1's binary_logloss: 0.320602
[30] valid_0's auc: 0.915019 valid_0's binary_logloss: 0.316293 valid_1's auc: 0.908829 valid_1's binary_logloss: 0.319785
[31] valid_0's auc: 0.915387 valid_0's binary_logloss: 0.315067 valid_1's auc: 0.909007 valid_1's binary_logloss: 0.319032
[32] valid_0's auc: 0.91583 valid_0's binary_logloss: 0.31384 valid_1's auc: 0.909138 valid_1's binary_logloss: 0.318339
[33] valid_0's auc: 0.916354 valid_0's binary_logloss: 0.312538 valid_1's auc: 0.909011 valid_1's binary_logloss: 0.318132
[34] valid_0's auc: 0.916802 valid_0's binary_logloss: 0.311432 valid_1's auc: 0.909175 valid_1's binary_logloss: 0.317532
[35] valid_0's auc: 0.917239 valid_0's binary_logloss: 0.310354 valid_1's auc: 0.909012 valid_1's binary_logloss: 0.31753
[36] valid_0's auc: 0.917734 valid_0's binary_logloss: 0.309295 valid_1's auc: 0.908956 valid_1's binary_logloss: 0.317387
[37] valid_0's auc: 0.918224 valid_0's binary_logloss: 0.308235 valid_1's auc: 0.908942 valid_1's binary_logloss: 0.317161
[38] valid_0's auc: 0.918653 valid_0's binary_logloss: 0.307231 valid_1's auc: 0.908973 valid_1's binary_logloss: 0.316889
[39] valid_0's auc: 0.919059 valid_0's binary_logloss: 0.306309 valid_1's auc: 0.908841 valid_1's binary_logloss: 0.316821
[40] valid_0's auc: 0.919502 valid_0's binary_logloss: 0.305317 valid_1's auc: 0.908904 valid_1's binary_logloss: 0.316604
[41] valid_0's auc: 0.919946 valid_0's binary_logloss: 0.30441 valid_1's auc: 0.908979 valid_1's binary_logloss: 0.316364
[42] valid_0's auc: 0.920401 valid_0's binary_logloss: 0.303521 valid_1's auc: 0.908988 valid_1's binary_logloss: 0.316205
[43] valid_0's auc: 0.920804 valid_0's binary_logloss: 0.302725 valid_1's auc: 0.908967 valid_1's binary_logloss: 0.316131
[44] valid_0's auc: 0.921189 valid_0's binary_logloss: 0.301906 valid_1's auc: 0.908826 valid_1's binary_logloss: 0.316251
[45] valid_0's auc: 0.921589 valid_0's binary_logloss: 0.30112 valid_1's auc: 0.908796 valid_1's binary_logloss: 0.316257
[46] valid_0's auc: 0.922026 valid_0's binary_logloss: 0.300273 valid_1's auc: 0.908626 valid_1's binary_logloss: 0.316418
[47] valid_0's auc: 0.92249 valid_0's binary_logloss: 0.299381 valid_1's auc: 0.908726 valid_1's binary_logloss: 0.316232
[48] valid_0's auc: 0.922875 valid_0's binary_logloss: 0.298649 valid_1's auc: 0.908638 valid_1's binary_logloss: 0.316235
[49] valid_0's auc: 0.923227 valid_0's binary_logloss: 0.297966 valid_1's auc: 0.908616 valid_1's binary_logloss: 0.316207
[50] valid_0's auc: 0.923544 valid_0's binary_logloss: 0.297361 valid_1's auc: 0.908662 valid_1's binary_logloss: 0.316117
[51] valid_0's auc: 0.923934 valid_0's binary_logloss: 0.296621 valid_1's auc: 0.908631 valid_1's binary_logloss: 0.316127
[52] valid_0's auc: 0.924327 valid_0's binary_logloss: 0.295876 valid_1's auc: 0.908623 valid_1's binary_logloss: 0.316091
[53] valid_0's auc: 0.924725 valid_0's binary_logloss: 0.295209 valid_1's auc: 0.908666 valid_1's binary_logloss: 0.316003
[54] valid_0's auc: 0.925046 valid_0's binary_logloss: 0.294597 valid_1's auc: 0.908572 valid_1's binary_logloss: 0.316123
[55] valid_0's auc: 0.925369 valid_0's binary_logloss: 0.293972 valid_1's auc: 0.908567 valid_1's binary_logloss: 0.316114
[56] valid_0's auc: 0.925579 valid_0's binary_logloss: 0.293536 valid_1's auc: 0.908619 valid_1's binary_logloss: 0.316026
[57] valid_0's auc: 0.925931 valid_0's binary_logloss: 0.292928 valid_1's auc: 0.908644 valid_1's binary_logloss: 0.316013
[58] valid_0's auc: 0.926224 valid_0's binary_logloss: 0.292399 valid_1's auc: 0.908595 valid_1's binary_logloss: 0.316039
[59] valid_0's auc: 0.926538 valid_0's binary_logloss: 0.291827 valid_1's auc: 0.908602 valid_1's binary_logloss: 0.31605
[60] valid_0's auc: 0.926954 valid_0's binary_logloss: 0.291086 valid_1's auc: 0.908445 valid_1's binary_logloss: 0.31629
[61] valid_0's auc: 0.92723 valid_0's binary_logloss: 0.290576 valid_1's auc: 0.908429 valid_1's binary_logloss: 0.31632
[62] valid_0's auc: 0.927503 valid_0's binary_logloss: 0.290072 valid_1's auc: 0.908419 valid_1's binary_logloss: 0.316357
[63] valid_0's auc: 0.927803 valid_0's binary_logloss: 0.289538 valid_1's auc: 0.908349 valid_1's binary_logloss: 0.316468
[64] valid_0's auc: 0.928077 valid_0's binary_logloss: 0.288985 valid_1's auc: 0.908296 valid_1's binary_logloss: 0.316546
[65] valid_0's auc: 0.928388 valid_0's binary_logloss: 0.288457 valid_1's auc: 0.908297 valid_1's binary_logloss: 0.316546
[66] valid_0's auc: 0.928733 valid_0's binary_logloss: 0.287876 valid_1's auc: 0.908202 valid_1's binary_logloss: 0.316669
[67] valid_0's auc: 0.929049 valid_0's binary_logloss: 0.287345 valid_1's auc: 0.908191 valid_1's binary_logloss: 0.316665
[68] valid_0's auc: 0.929419 valid_0's binary_logloss: 0.286763 valid_1's auc: 0.908169 valid_1's binary_logloss: 0.316757
[69] valid_0's auc: 0.929715 valid_0's binary_logloss: 0.286234 valid_1's auc: 0.908156 valid_1's binary_logloss: 0.316807
[70] valid_0's auc: 0.929892 valid_0's binary_logloss: 0.285859 valid_1's auc: 0.908141 valid_1's binary_logloss: 0.316831
[71] valid_0's auc: 0.930167 valid_0's binary_logloss: 0.285375 valid_1's auc: 0.90812 valid_1's binary_logloss: 0.316851
[72] valid_0's auc: 0.930415 valid_0's binary_logloss: 0.284952 valid_1's auc: 0.908137 valid_1's binary_logloss: 0.31689
[73] valid_0's auc: 0.930696 valid_0's binary_logloss: 0.284465 valid_1's auc: 0.908214 valid_1's binary_logloss: 0.316772
[74] valid_0's auc: 0.930906 valid_0's binary_logloss: 0.284044 valid_1's auc: 0.908148 valid_1's binary_logloss: 0.316901
[75] valid_0's auc: 0.93114 valid_0's binary_logloss: 0.283662 valid_1's auc: 0.908138 valid_1's binary_logloss: 0.31691
[76] valid_0's auc: 0.931411 valid_0's binary_logloss: 0.283182 valid_1's auc: 0.908085 valid_1's binary_logloss: 0.31702
[77] valid_0's auc: 0.931698 valid_0's binary_logloss: 0.282703 valid_1's auc: 0.907998 valid_1's binary_logloss: 0.317124
[78] valid_0's auc: 0.931918 valid_0's binary_logloss: 0.282304 valid_1's auc: 0.9079 valid_1's binary_logloss: 0.317312
[79] valid_0's auc: 0.932224 valid_0's binary_logloss: 0.28178 valid_1's auc: 0.907724 valid_1's binary_logloss: 0.317566
[80] valid_0's auc: 0.932421 valid_0's binary_logloss: 0.281403 valid_1's auc: 0.907716 valid_1's binary_logloss: 0.317591
[81] valid_0's auc: 0.932605 valid_0's binary_logloss: 0.281048 valid_1's auc: 0.907662 valid_1's binary_logloss: 0.317643
[82] valid_0's auc: 0.932886 valid_0's binary_logloss: 0.280521 valid_1's auc: 0.907624 valid_1's binary_logloss: 0.31769
[83] valid_0's auc: 0.933196 valid_0's binary_logloss: 0.279997 valid_1's auc: 0.907671 valid_1's binary_logloss: 0.317635
[84] valid_0's auc: 0.933477 valid_0's binary_logloss: 0.279501 valid_1's auc: 0.907687 valid_1's binary_logloss: 0.317667
[85] valid_0's auc: 0.933728 valid_0's binary_logloss: 0.279039 valid_1's auc: 0.907616 valid_1's binary_logloss: 0.317781
[86] valid_0's auc: 0.933976 valid_0's binary_logloss: 0.278647 valid_1's auc: 0.907367 valid_1's binary_logloss: 0.318148
[87] valid_0's auc: 0.934289 valid_0's binary_logloss: 0.278067 valid_1's auc: 0.907425 valid_1's binary_logloss: 0.318076
[88] valid_0's auc: 0.934453 valid_0's binary_logloss: 0.277729 valid_1's auc: 0.907298 valid_1's binary_logloss: 0.318265
[89] valid_0's auc: 0.934682 valid_0's binary_logloss: 0.277329 valid_1's auc: 0.907239 valid_1's binary_logloss: 0.318361
[90] valid_0's auc: 0.935014 valid_0's binary_logloss: 0.276763 valid_1's auc: 0.907298 valid_1's binary_logloss: 0.318282
[91] valid_0's auc: 0.935164 valid_0's binary_logloss: 0.276458 valid_1's auc: 0.90724 valid_1's binary_logloss: 0.318411
[92] valid_0's auc: 0.935467 valid_0's binary_logloss: 0.27594 valid_1's auc: 0.907252 valid_1's binary_logloss: 0.31837
[93] valid_0's auc: 0.935697 valid_0's binary_logloss: 0.275542 valid_1's auc: 0.907156 valid_1's binary_logloss: 0.318532
[94] valid_0's auc: 0.935915 valid_0's binary_logloss: 0.275126 valid_1's auc: 0.907188 valid_1's binary_logloss: 0.318485
[95] valid_0's auc: 0.936162 valid_0's binary_logloss: 0.274699 valid_1's auc: 0.907071 valid_1's binary_logloss: 0.318683
[96] valid_0's auc: 0.936292 valid_0's binary_logloss: 0.274455 valid_1's auc: 0.90693 valid_1's binary_logloss: 0.318937
[97] valid_0's auc: 0.936501 valid_0's binary_logloss: 0.274062 valid_1's auc: 0.906819 valid_1's binary_logloss: 0.319142
[98] valid_0's auc: 0.936673 valid_0's binary_logloss: 0.273734 valid_1's auc: 0.906912 valid_1's binary_logloss: 0.318993
[99] valid_0's auc: 0.936868 valid_0's binary_logloss: 0.273326 valid_1's auc: 0.907019 valid_1's binary_logloss: 0.318859
[100] valid_0's auc: 0.937118 valid_0's binary_logloss: 0.272887 valid_1's auc: 0.907065 valid_1's binary_logloss: 0.318774
[101] valid_0's auc: 0.937303 valid_0's binary_logloss: 0.272559 valid_1's auc: 0.907039 valid_1's binary_logloss: 0.318837
[102] valid_0's auc: 0.937483 valid_0's binary_logloss: 0.272225 valid_1's auc: 0.907035 valid_1's binary_logloss: 0.318844
[103] valid_0's auc: 0.937661 valid_0's binary_logloss: 0.271877 valid_1's auc: 0.907013 valid_1's binary_logloss: 0.318849
[104] valid_0's auc: 0.937867 valid_0's binary_logloss: 0.271476 valid_1's auc: 0.907009 valid_1's binary_logloss: 0.318842
[105] valid_0's auc: 0.938085 valid_0's binary_logloss: 0.271081 valid_1's auc: 0.906924 valid_1's binary_logloss: 0.318947
[106] valid_0's auc: 0.938354 valid_0's binary_logloss: 0.270601 valid_1's auc: 0.906937 valid_1's binary_logloss: 0.31897
[107] valid_0's auc: 0.938565 valid_0's binary_logloss: 0.270235 valid_1's auc: 0.906825 valid_1's binary_logloss: 0.319159
[108] valid_0's auc: 0.938785 valid_0's binary_logloss: 0.269838 valid_1's auc: 0.906862 valid_1's binary_logloss: 0.319182
[109] valid_0's auc: 0.938934 valid_0's binary_logloss: 0.269559 valid_1's auc: 0.906779 valid_1's binary_logloss: 0.319397
[110] valid_0's auc: 0.939096 valid_0's binary_logloss: 0.269258 valid_1's auc: 0.90673 valid_1's binary_logloss: 0.31956
[111] valid_0's auc: 0.939269 valid_0's binary_logloss: 0.268906 valid_1's auc: 0.906824 valid_1's binary_logloss: 0.319407
[112] valid_0's auc: 0.939449 valid_0's binary_logloss: 0.268568 valid_1's auc: 0.906731 valid_1's binary_logloss: 0.319576
[113] valid_0's auc: 0.939771 valid_0's binary_logloss: 0.268029 valid_1's auc: 0.906711 valid_1's binary_logloss: 0.319599
[114] valid_0's auc: 0.94006 valid_0's binary_logloss: 0.267503 valid_1's auc: 0.906693 valid_1's binary_logloss: 0.319699
[115] valid_0's auc: 0.940224 valid_0's binary_logloss: 0.2672 valid_1's auc: 0.906679 valid_1's binary_logloss: 0.319714
[116] valid_0's auc: 0.940445 valid_0's binary_logloss: 0.266824 valid_1's auc: 0.906677 valid_1's binary_logloss: 0.319732
[117] valid_0's auc: 0.940636 valid_0's binary_logloss: 0.266474 valid_1's auc: 0.906535 valid_1's binary_logloss: 0.320009
[118] valid_0's auc: 0.940794 valid_0's binary_logloss: 0.266196 valid_1's auc: 0.906415 valid_1's binary_logloss: 0.320227
[119] valid_0's auc: 0.941021 valid_0's binary_logloss: 0.265793 valid_1's auc: 0.906343 valid_1's binary_logloss: 0.320407
[120] valid_0's auc: 0.941227 valid_0's binary_logloss: 0.265412 valid_1's auc: 0.906356 valid_1's binary_logloss: 0.320474
[121] valid_0's auc: 0.941351 valid_0's binary_logloss: 0.26517 valid_1's auc: 0.906213 valid_1's binary_logloss: 0.320714
[122] valid_0's auc: 0.941582 valid_0's binary_logloss: 0.264732 valid_1's auc: 0.906262 valid_1's binary_logloss: 0.320721
[123] valid_0's auc: 0.941828 valid_0's binary_logloss: 0.264314 valid_1's auc: 0.906305 valid_1's binary_logloss: 0.320669
[124] valid_0's auc: 0.942058 valid_0's binary_logloss: 0.263911 valid_1's auc: 0.906263 valid_1's binary_logloss: 0.320703
[125] valid_0's auc: 0.942219 valid_0's binary_logloss: 0.263604 valid_1's auc: 0.906292 valid_1's binary_logloss: 0.320732
[126] valid_0's auc: 0.942336 valid_0's binary_logloss: 0.263362 valid_1's auc: 0.906224 valid_1's binary_logloss: 0.320889
[127] valid_0's auc: 0.942531 valid_0's binary_logloss: 0.263001 valid_1's auc: 0.906188 valid_1's binary_logloss: 0.320982
[128] valid_0's auc: 0.942742 valid_0's binary_logloss: 0.262636 valid_1's auc: 0.906155 valid_1's binary_logloss: 0.321039
[129] valid_0's auc: 0.942937 valid_0's binary_logloss: 0.262268 valid_1's auc: 0.905972 valid_1's binary_logloss: 0.321311
[130] valid_0's auc: 0.943155 valid_0's binary_logloss: 0.261898 valid_1's auc: 0.90588 valid_1's binary_logloss: 0.321501
[131] valid_0's auc: 0.943378 valid_0's binary_logloss: 0.261518 valid_1's auc: 0.905774 valid_1's binary_logloss: 0.32168
[132] valid_0's auc: 0.943537 valid_0's binary_logloss: 0.261213 valid_1's auc: 0.905738 valid_1's binary_logloss: 0.32176
[133] valid_0's auc: 0.943667 valid_0's binary_logloss: 0.260918 valid_1's auc: 0.905698 valid_1's binary_logloss: 0.321856
[134] valid_0's auc: 0.943811 valid_0's binary_logloss: 0.260644 valid_1's auc: 0.90573 valid_1's binary_logloss: 0.321815
Early stopping, best iteration is:
[34] valid_0's auc: 0.916802 valid_0's binary_logloss: 0.311432 valid_1's auc: 0.909175 valid_1's binary_logloss: 0.317532
[1] valid_0's auc: 0.888249 valid_0's binary_logloss: 0.517487 valid_1's auc: 0.892473 valid_1's binary_logloss: 0.508682
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.8932 valid_0's binary_logloss: 0.488767 valid_1's auc: 0.898628 valid_1's binary_logloss: 0.47931
[3] valid_0's auc: 0.893892 valid_0's binary_logloss: 0.46573 valid_1's auc: 0.899079 valid_1's binary_logloss: 0.45581
[4] valid_0's auc: 0.895475 valid_0's binary_logloss: 0.446714 valid_1's auc: 0.900674 valid_1's binary_logloss: 0.436743
[5] valid_0's auc: 0.897074 valid_0's binary_logloss: 0.430337 valid_1's auc: 0.90173 valid_1's binary_logloss: 0.42032
[6] valid_0's auc: 0.898357 valid_0's binary_logloss: 0.416642 valid_1's auc: 0.902698 valid_1's binary_logloss: 0.406406
[7] valid_0's auc: 0.899307 valid_0's binary_logloss: 0.404911 valid_1's auc: 0.903472 valid_1's binary_logloss: 0.394687
[8] valid_0's auc: 0.900174 valid_0's binary_logloss: 0.394885 valid_1's auc: 0.904079 valid_1's binary_logloss: 0.384734
[9] valid_0's auc: 0.901445 valid_0's binary_logloss: 0.385831 valid_1's auc: 0.904686 valid_1's binary_logloss: 0.375986
[10] valid_0's auc: 0.901761 valid_0's binary_logloss: 0.378314 valid_1's auc: 0.905095 valid_1's binary_logloss: 0.368578
[11] valid_0's auc: 0.902733 valid_0's binary_logloss: 0.371404 valid_1's auc: 0.905468 valid_1's binary_logloss: 0.362191
[12] valid_0's auc: 0.903536 valid_0's binary_logloss: 0.365482 valid_1's auc: 0.9056 valid_1's binary_logloss: 0.356725
[13] valid_0's auc: 0.903939 valid_0's binary_logloss: 0.360327 valid_1's auc: 0.905926 valid_1's binary_logloss: 0.352125
[14] valid_0's auc: 0.905191 valid_0's binary_logloss: 0.355322 valid_1's auc: 0.906402 valid_1's binary_logloss: 0.347668
[15] valid_0's auc: 0.905928 valid_0's binary_logloss: 0.350984 valid_1's auc: 0.906828 valid_1's binary_logloss: 0.343872
[16] valid_0's auc: 0.906579 valid_0's binary_logloss: 0.347141 valid_1's auc: 0.907127 valid_1's binary_logloss: 0.340579
[17] valid_0's auc: 0.907267 valid_0's binary_logloss: 0.343682 valid_1's auc: 0.90761 valid_1's binary_logloss: 0.337531
[18] valid_0's auc: 0.907585 valid_0's binary_logloss: 0.340752 valid_1's auc: 0.907531 valid_1's binary_logloss: 0.335234
[19] valid_0's auc: 0.907981 valid_0's binary_logloss: 0.338032 valid_1's auc: 0.9076 valid_1's binary_logloss: 0.333033
[20] valid_0's auc: 0.908579 valid_0's binary_logloss: 0.335439 valid_1's auc: 0.907959 valid_1's binary_logloss: 0.330861
[21] valid_0's auc: 0.909224 valid_0's binary_logloss: 0.332941 valid_1's auc: 0.908048 valid_1's binary_logloss: 0.329012
[22] valid_0's auc: 0.909814 valid_0's binary_logloss: 0.330747 valid_1's auc: 0.908289 valid_1's binary_logloss: 0.327299
[23] valid_0's auc: 0.910367 valid_0's binary_logloss: 0.328736 valid_1's auc: 0.908495 valid_1's binary_logloss: 0.325822
[24] valid_0's auc: 0.910998 valid_0's binary_logloss: 0.326659 valid_1's auc: 0.908815 valid_1's binary_logloss: 0.324376
[25] valid_0's auc: 0.911591 valid_0's binary_logloss: 0.324721 valid_1's auc: 0.909054 valid_1's binary_logloss: 0.32308
[26] valid_0's auc: 0.912063 valid_0's binary_logloss: 0.323012 valid_1's auc: 0.90899 valid_1's binary_logloss: 0.322186
[27] valid_0's auc: 0.912484 valid_0's binary_logloss: 0.321575 valid_1's auc: 0.909058 valid_1's binary_logloss: 0.321378
[28] valid_0's auc: 0.912988 valid_0's binary_logloss: 0.320081 valid_1's auc: 0.90915 valid_1's binary_logloss: 0.320579
[29] valid_0's auc: 0.913467 valid_0's binary_logloss: 0.318722 valid_1's auc: 0.909227 valid_1's binary_logloss: 0.319887
[30] valid_0's auc: 0.91399 valid_0's binary_logloss: 0.317347 valid_1's auc: 0.909389 valid_1's binary_logloss: 0.319109
[31] valid_0's auc: 0.91451 valid_0's binary_logloss: 0.316022 valid_1's auc: 0.909505 valid_1's binary_logloss: 0.318472
[32] valid_0's auc: 0.915025 valid_0's binary_logloss: 0.314768 valid_1's auc: 0.909635 valid_1's binary_logloss: 0.317932
[33] valid_0's auc: 0.915492 valid_0's binary_logloss: 0.31362 valid_1's auc: 0.909783 valid_1's binary_logloss: 0.317396
[34] valid_0's auc: 0.91596 valid_0's binary_logloss: 0.312525 valid_1's auc: 0.909863 valid_1's binary_logloss: 0.316953
[35] valid_0's auc: 0.916329 valid_0's binary_logloss: 0.311549 valid_1's auc: 0.909848 valid_1's binary_logloss: 0.316623
[36] valid_0's auc: 0.916732 valid_0's binary_logloss: 0.31057 valid_1's auc: 0.909996 valid_1's binary_logloss: 0.316163
[37] valid_0's auc: 0.917177 valid_0's binary_logloss: 0.30959 valid_1's auc: 0.910027 valid_1's binary_logloss: 0.315878
[38] valid_0's auc: 0.917608 valid_0's binary_logloss: 0.30868 valid_1's auc: 0.909985 valid_1's binary_logloss: 0.315724
[39] valid_0's auc: 0.918043 valid_0's binary_logloss: 0.307749 valid_1's auc: 0.909963 valid_1's binary_logloss: 0.315561
[40] valid_0's auc: 0.918533 valid_0's binary_logloss: 0.306712 valid_1's auc: 0.909808 valid_1's binary_logloss: 0.315598
[41] valid_0's auc: 0.918897 valid_0's binary_logloss: 0.305891 valid_1's auc: 0.9098 valid_1's binary_logloss: 0.315512
[42] valid_0's auc: 0.919356 valid_0's binary_logloss: 0.30499 valid_1's auc: 0.90985 valid_1's binary_logloss: 0.315316
[43] valid_0's auc: 0.919642 valid_0's binary_logloss: 0.304318 valid_1's auc: 0.909983 valid_1's binary_logloss: 0.314974
[44] valid_0's auc: 0.919956 valid_0's binary_logloss: 0.303636 valid_1's auc: 0.909873 valid_1's binary_logloss: 0.315008
[45] valid_0's auc: 0.920353 valid_0's binary_logloss: 0.302856 valid_1's auc: 0.909891 valid_1's binary_logloss: 0.314825
[46] valid_0's auc: 0.920642 valid_0's binary_logloss: 0.302205 valid_1's auc: 0.909874 valid_1's binary_logloss: 0.314755
[47] valid_0's auc: 0.920954 valid_0's binary_logloss: 0.301597 valid_1's auc: 0.909939 valid_1's binary_logloss: 0.314549
[48] valid_0's auc: 0.921313 valid_0's binary_logloss: 0.300869 valid_1's auc: 0.910091 valid_1's binary_logloss: 0.314255
[49] valid_0's auc: 0.921603 valid_0's binary_logloss: 0.300313 valid_1's auc: 0.910099 valid_1's binary_logloss: 0.314128
[50] valid_0's auc: 0.921962 valid_0's binary_logloss: 0.299636 valid_1's auc: 0.91008 valid_1's binary_logloss: 0.314059
[51] valid_0's auc: 0.922354 valid_0's binary_logloss: 0.298955 valid_1's auc: 0.909955 valid_1's binary_logloss: 0.31414
[52] valid_0's auc: 0.922651 valid_0's binary_logloss: 0.298421 valid_1's auc: 0.909936 valid_1's binary_logloss: 0.314118
[53] valid_0's auc: 0.922888 valid_0's binary_logloss: 0.297889 valid_1's auc: 0.909984 valid_1's binary_logloss: 0.31396
[54] valid_0's auc: 0.923114 valid_0's binary_logloss: 0.297483 valid_1's auc: 0.909885 valid_1's binary_logloss: 0.314076
[55] valid_0's auc: 0.923502 valid_0's binary_logloss: 0.296859 valid_1's auc: 0.909875 valid_1's binary_logloss: 0.314015
[56] valid_0's auc: 0.923783 valid_0's binary_logloss: 0.296359 valid_1's auc: 0.909852 valid_1's binary_logloss: 0.313997
[57] valid_0's auc: 0.924115 valid_0's binary_logloss: 0.295771 valid_1's auc: 0.909733 valid_1's binary_logloss: 0.314065
[58] valid_0's auc: 0.924405 valid_0's binary_logloss: 0.29519 valid_1's auc: 0.909696 valid_1's binary_logloss: 0.314093
[59] valid_0's auc: 0.924766 valid_0's binary_logloss: 0.29456 valid_1's auc: 0.909534 valid_1's binary_logloss: 0.314286
[60] valid_0's auc: 0.925093 valid_0's binary_logloss: 0.293974 valid_1's auc: 0.909612 valid_1's binary_logloss: 0.314132
[61] valid_0's auc: 0.925373 valid_0's binary_logloss: 0.293449 valid_1's auc: 0.909622 valid_1's binary_logloss: 0.314146
[62] valid_0's auc: 0.925605 valid_0's binary_logloss: 0.293006 valid_1's auc: 0.909522 valid_1's binary_logloss: 0.314297
[63] valid_0's auc: 0.925955 valid_0's binary_logloss: 0.292423 valid_1's auc: 0.909516 valid_1's binary_logloss: 0.314312
[64] valid_0's auc: 0.926322 valid_0's binary_logloss: 0.291792 valid_1's auc: 0.909467 valid_1's binary_logloss: 0.314427
[65] valid_0's auc: 0.926646 valid_0's binary_logloss: 0.291225 valid_1's auc: 0.909607 valid_1's binary_logloss: 0.314161
[66] valid_0's auc: 0.926979 valid_0's binary_logloss: 0.290641 valid_1's auc: 0.909479 valid_1's binary_logloss: 0.314365
[67] valid_0's auc: 0.927286 valid_0's binary_logloss: 0.290135 valid_1's auc: 0.909532 valid_1's binary_logloss: 0.314266
[68] valid_0's auc: 0.927572 valid_0's binary_logloss: 0.289674 valid_1's auc: 0.909501 valid_1's binary_logloss: 0.314318
[69] valid_0's auc: 0.927887 valid_0's binary_logloss: 0.289159 valid_1's auc: 0.909494 valid_1's binary_logloss: 0.314294
[70] valid_0's auc: 0.928168 valid_0's binary_logloss: 0.288664 valid_1's auc: 0.909455 valid_1's binary_logloss: 0.314386
[71] valid_0's auc: 0.928416 valid_0's binary_logloss: 0.288244 valid_1's auc: 0.90943 valid_1's binary_logloss: 0.314417
[72] valid_0's auc: 0.928647 valid_0's binary_logloss: 0.287841 valid_1's auc: 0.909455 valid_1's binary_logloss: 0.314316
[73] valid_0's auc: 0.928899 valid_0's binary_logloss: 0.28739 valid_1's auc: 0.90939 valid_1's binary_logloss: 0.31438
[74] valid_0's auc: 0.929123 valid_0's binary_logloss: 0.286929 valid_1's auc: 0.909313 valid_1's binary_logloss: 0.314529
[75] valid_0's auc: 0.929313 valid_0's binary_logloss: 0.286574 valid_1's auc: 0.909183 valid_1's binary_logloss: 0.314724
[76] valid_0's auc: 0.929589 valid_0's binary_logloss: 0.286122 valid_1's auc: 0.909259 valid_1's binary_logloss: 0.314645
[77] valid_0's auc: 0.929911 valid_0's binary_logloss: 0.285585 valid_1's auc: 0.909283 valid_1's binary_logloss: 0.314668
[78] valid_0's auc: 0.930238 valid_0's binary_logloss: 0.284983 valid_1's auc: 0.909161 valid_1's binary_logloss: 0.314818
[79] valid_0's auc: 0.930456 valid_0's binary_logloss: 0.284605 valid_1's auc: 0.909098 valid_1's binary_logloss: 0.314946
[80] valid_0's auc: 0.930692 valid_0's binary_logloss: 0.284227 valid_1's auc: 0.909068 valid_1's binary_logloss: 0.314987
[81] valid_0's auc: 0.930953 valid_0's binary_logloss: 0.283839 valid_1's auc: 0.909057 valid_1's binary_logloss: 0.314989
[82] valid_0's auc: 0.931189 valid_0's binary_logloss: 0.283427 valid_1's auc: 0.909042 valid_1's binary_logloss: 0.314987
[83] valid_0's auc: 0.931412 valid_0's binary_logloss: 0.283015 valid_1's auc: 0.909046 valid_1's binary_logloss: 0.314993
[84] valid_0's auc: 0.931612 valid_0's binary_logloss: 0.282609 valid_1's auc: 0.908999 valid_1's binary_logloss: 0.315056
[85] valid_0's auc: 0.931926 valid_0's binary_logloss: 0.282069 valid_1's auc: 0.90894 valid_1's binary_logloss: 0.315245
[86] valid_0's auc: 0.932196 valid_0's binary_logloss: 0.281601 valid_1's auc: 0.909013 valid_1's binary_logloss: 0.315132
[87] valid_0's auc: 0.932384 valid_0's binary_logloss: 0.281237 valid_1's auc: 0.908925 valid_1's binary_logloss: 0.315259
[88] valid_0's auc: 0.932563 valid_0's binary_logloss: 0.280891 valid_1's auc: 0.908864 valid_1's binary_logloss: 0.315435
[89] valid_0's auc: 0.932784 valid_0's binary_logloss: 0.280502 valid_1's auc: 0.908805 valid_1's binary_logloss: 0.315602
[90] valid_0's auc: 0.933094 valid_0's binary_logloss: 0.279944 valid_1's auc: 0.908822 valid_1's binary_logloss: 0.315632
[91] valid_0's auc: 0.933414 valid_0's binary_logloss: 0.279407 valid_1's auc: 0.908841 valid_1's binary_logloss: 0.315551
[92] valid_0's auc: 0.9337 valid_0's binary_logloss: 0.278888 valid_1's auc: 0.908842 valid_1's binary_logloss: 0.315573
[93] valid_0's auc: 0.933934 valid_0's binary_logloss: 0.278476 valid_1's auc: 0.908746 valid_1's binary_logloss: 0.315768
[94] valid_0's auc: 0.934128 valid_0's binary_logloss: 0.278151 valid_1's auc: 0.908789 valid_1's binary_logloss: 0.3157
[95] valid_0's auc: 0.934422 valid_0's binary_logloss: 0.277684 valid_1's auc: 0.908853 valid_1's binary_logloss: 0.315626
[96] valid_0's auc: 0.93463 valid_0's binary_logloss: 0.277331 valid_1's auc: 0.908761 valid_1's binary_logloss: 0.315754
[97] valid_0's auc: 0.934849 valid_0's binary_logloss: 0.27698 valid_1's auc: 0.908643 valid_1's binary_logloss: 0.315958
[98] valid_0's auc: 0.93503 valid_0's binary_logloss: 0.27664 valid_1's auc: 0.908641 valid_1's binary_logloss: 0.315981
[99] valid_0's auc: 0.935229 valid_0's binary_logloss: 0.276282 valid_1's auc: 0.90861 valid_1's binary_logloss: 0.316069
[100] valid_0's auc: 0.935443 valid_0's binary_logloss: 0.275923 valid_1's auc: 0.908452 valid_1's binary_logloss: 0.316341
[101] valid_0's auc: 0.935664 valid_0's binary_logloss: 0.275532 valid_1's auc: 0.908381 valid_1's binary_logloss: 0.316502
[102] valid_0's auc: 0.935864 valid_0's binary_logloss: 0.275199 valid_1's auc: 0.908266 valid_1's binary_logloss: 0.316685
[103] valid_0's auc: 0.936067 valid_0's binary_logloss: 0.274853 valid_1's auc: 0.908237 valid_1's binary_logloss: 0.316763
[104] valid_0's auc: 0.936238 valid_0's binary_logloss: 0.274524 valid_1's auc: 0.908225 valid_1's binary_logloss: 0.316735
[105] valid_0's auc: 0.936465 valid_0's binary_logloss: 0.274122 valid_1's auc: 0.908206 valid_1's binary_logloss: 0.316803
[106] valid_0's auc: 0.93672 valid_0's binary_logloss: 0.27371 valid_1's auc: 0.908147 valid_1's binary_logloss: 0.316885
[107] valid_0's auc: 0.936991 valid_0's binary_logloss: 0.273246 valid_1's auc: 0.908135 valid_1's binary_logloss: 0.316985
[108] valid_0's auc: 0.937202 valid_0's binary_logloss: 0.272877 valid_1's auc: 0.908127 valid_1's binary_logloss: 0.316978
[109] valid_0's auc: 0.937417 valid_0's binary_logloss: 0.272449 valid_1's auc: 0.90804 valid_1's binary_logloss: 0.317113
[110] valid_0's auc: 0.937688 valid_0's binary_logloss: 0.27202 valid_1's auc: 0.908076 valid_1's binary_logloss: 0.317064
[111] valid_0's auc: 0.937919 valid_0's binary_logloss: 0.271627 valid_1's auc: 0.907931 valid_1's binary_logloss: 0.317262
[112] valid_0's auc: 0.938123 valid_0's binary_logloss: 0.271291 valid_1's auc: 0.907912 valid_1's binary_logloss: 0.317307
[113] valid_0's auc: 0.938332 valid_0's binary_logloss: 0.27093 valid_1's auc: 0.907863 valid_1's binary_logloss: 0.317425
[114] valid_0's auc: 0.938487 valid_0's binary_logloss: 0.27064 valid_1's auc: 0.90789 valid_1's binary_logloss: 0.317408
[115] valid_0's auc: 0.93863 valid_0's binary_logloss: 0.270362 valid_1's auc: 0.907824 valid_1's binary_logloss: 0.317554
[116] valid_0's auc: 0.938881 valid_0's binary_logloss: 0.269949 valid_1's auc: 0.90777 valid_1's binary_logloss: 0.317682
[117] valid_0's auc: 0.939069 valid_0's binary_logloss: 0.269617 valid_1's auc: 0.907703 valid_1's binary_logloss: 0.317753
[118] valid_0's auc: 0.939287 valid_0's binary_logloss: 0.269249 valid_1's auc: 0.907676 valid_1's binary_logloss: 0.317815
[119] valid_0's auc: 0.93949 valid_0's binary_logloss: 0.268874 valid_1's auc: 0.90763 valid_1's binary_logloss: 0.317948
[120] valid_0's auc: 0.939693 valid_0's binary_logloss: 0.268528 valid_1's auc: 0.907626 valid_1's binary_logloss: 0.317978
[121] valid_0's auc: 0.939924 valid_0's binary_logloss: 0.268147 valid_1's auc: 0.90759 valid_1's binary_logloss: 0.318096
[122] valid_0's auc: 0.940103 valid_0's binary_logloss: 0.267815 valid_1's auc: 0.907522 valid_1's binary_logloss: 0.318261
[123] valid_0's auc: 0.940249 valid_0's binary_logloss: 0.267532 valid_1's auc: 0.907409 valid_1's binary_logloss: 0.318474
[124] valid_0's auc: 0.940518 valid_0's binary_logloss: 0.267071 valid_1's auc: 0.90735 valid_1's binary_logloss: 0.318619
[125] valid_0's auc: 0.940714 valid_0's binary_logloss: 0.266708 valid_1's auc: 0.907272 valid_1's binary_logloss: 0.318723
[126] valid_0's auc: 0.940927 valid_0's binary_logloss: 0.266327 valid_1's auc: 0.907344 valid_1's binary_logloss: 0.318624
[127] valid_0's auc: 0.941139 valid_0's binary_logloss: 0.265982 valid_1's auc: 0.907264 valid_1's binary_logloss: 0.318776
[128] valid_0's auc: 0.941299 valid_0's binary_logloss: 0.265688 valid_1's auc: 0.907144 valid_1's binary_logloss: 0.318995
[129] valid_0's auc: 0.941427 valid_0's binary_logloss: 0.265455 valid_1's auc: 0.907082 valid_1's binary_logloss: 0.319109
[130] valid_0's auc: 0.941572 valid_0's binary_logloss: 0.26517 valid_1's auc: 0.906986 valid_1's binary_logloss: 0.319302
[131] valid_0's auc: 0.941737 valid_0's binary_logloss: 0.26486 valid_1's auc: 0.906834 valid_1's binary_logloss: 0.319542
[132] valid_0's auc: 0.941866 valid_0's binary_logloss: 0.264589 valid_1's auc: 0.906755 valid_1's binary_logloss: 0.319739
[133] valid_0's auc: 0.942026 valid_0's binary_logloss: 0.264307 valid_1's auc: 0.906645 valid_1's binary_logloss: 0.319946
[134] valid_0's auc: 0.942229 valid_0's binary_logloss: 0.263922 valid_1's auc: 0.906623 valid_1's binary_logloss: 0.32003
[135] valid_0's auc: 0.94233 valid_0's binary_logloss: 0.26371 valid_1's auc: 0.906602 valid_1's binary_logloss: 0.320154
[136] valid_0's auc: 0.942465 valid_0's binary_logloss: 0.263417 valid_1's auc: 0.906486 valid_1's binary_logloss: 0.320386
[137] valid_0's auc: 0.942665 valid_0's binary_logloss: 0.263056 valid_1's auc: 0.906468 valid_1's binary_logloss: 0.32047
[138] valid_0's auc: 0.942783 valid_0's binary_logloss: 0.262832 valid_1's auc: 0.906382 valid_1's binary_logloss: 0.320648
[139] valid_0's auc: 0.942916 valid_0's binary_logloss: 0.26256 valid_1's auc: 0.906411 valid_1's binary_logloss: 0.320636
[140] valid_0's auc: 0.943083 valid_0's binary_logloss: 0.262249 valid_1's auc: 0.906484 valid_1's binary_logloss: 0.320538
[141] valid_0's auc: 0.943276 valid_0's binary_logloss: 0.261894 valid_1's auc: 0.906459 valid_1's binary_logloss: 0.320551
[142] valid_0's auc: 0.943505 valid_0's binary_logloss: 0.261504 valid_1's auc: 0.90646 valid_1's binary_logloss: 0.320609
[143] valid_0's auc: 0.943705 valid_0's binary_logloss: 0.261135 valid_1's auc: 0.906486 valid_1's binary_logloss: 0.320639
[144] valid_0's auc: 0.943955 valid_0's binary_logloss: 0.260661 valid_1's auc: 0.906486 valid_1's binary_logloss: 0.320741
[145] valid_0's auc: 0.944104 valid_0's binary_logloss: 0.260371 valid_1's auc: 0.906478 valid_1's binary_logloss: 0.320844
[146] valid_0's auc: 0.944221 valid_0's binary_logloss: 0.260134 valid_1's auc: 0.906349 valid_1's binary_logloss: 0.321079
[147] valid_0's auc: 0.944388 valid_0's binary_logloss: 0.259839 valid_1's auc: 0.906298 valid_1's binary_logloss: 0.321143
[148] valid_0's auc: 0.944516 valid_0's binary_logloss: 0.259605 valid_1's auc: 0.906319 valid_1's binary_logloss: 0.321184
[149] valid_0's auc: 0.944756 valid_0's binary_logloss: 0.259183 valid_1's auc: 0.906118 valid_1's binary_logloss: 0.32151
Early stopping, best iteration is:
[49] valid_0's auc: 0.921603 valid_0's binary_logloss: 0.300313 valid_1's auc: 0.910099 valid_1's binary_logloss: 0.314128
[1] valid_0's auc: 0.888033 valid_0's binary_logloss: 0.517843 valid_1's auc: 0.894415 valid_1's binary_logloss: 0.508761
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891314 valid_0's binary_logloss: 0.489285 valid_1's auc: 0.895027 valid_1's binary_logloss: 0.479894
[3] valid_0's auc: 0.894088 valid_0's binary_logloss: 0.465958 valid_1's auc: 0.896489 valid_1's binary_logloss: 0.456524
[4] valid_0's auc: 0.89488 valid_0's binary_logloss: 0.446911 valid_1's auc: 0.898262 valid_1's binary_logloss: 0.43713
[5] valid_0's auc: 0.896689 valid_0's binary_logloss: 0.430552 valid_1's auc: 0.899869 valid_1's binary_logloss: 0.420594
[6] valid_0's auc: 0.898013 valid_0's binary_logloss: 0.416849 valid_1's auc: 0.901707 valid_1's binary_logloss: 0.406699
[7] valid_0's auc: 0.898754 valid_0's binary_logloss: 0.405125 valid_1's auc: 0.90195 valid_1's binary_logloss: 0.395204
[8] valid_0's auc: 0.899284 valid_0's binary_logloss: 0.395187 valid_1's auc: 0.903018 valid_1's binary_logloss: 0.385059
[9] valid_0's auc: 0.90024 valid_0's binary_logloss: 0.386298 valid_1's auc: 0.903497 valid_1's binary_logloss: 0.376501
[10] valid_0's auc: 0.900834 valid_0's binary_logloss: 0.378777 valid_1's auc: 0.903423 valid_1's binary_logloss: 0.369439
[11] valid_0's auc: 0.901409 valid_0's binary_logloss: 0.372036 valid_1's auc: 0.903966 valid_1's binary_logloss: 0.362807
[12] valid_0's auc: 0.902026 valid_0's binary_logloss: 0.366154 valid_1's auc: 0.904417 valid_1's binary_logloss: 0.357196
[13] valid_0's auc: 0.903075 valid_0's binary_logloss: 0.360671 valid_1's auc: 0.905081 valid_1's binary_logloss: 0.352152
[14] valid_0's auc: 0.904113 valid_0's binary_logloss: 0.355876 valid_1's auc: 0.905772 valid_1's binary_logloss: 0.347773
[15] valid_0's auc: 0.904685 valid_0's binary_logloss: 0.351691 valid_1's auc: 0.905867 valid_1's binary_logloss: 0.344181
[16] valid_0's auc: 0.905378 valid_0's binary_logloss: 0.34781 valid_1's auc: 0.906444 valid_1's binary_logloss: 0.340635
[17] valid_0's auc: 0.905952 valid_0's binary_logloss: 0.344376 valid_1's auc: 0.906508 valid_1's binary_logloss: 0.337845
[18] valid_0's auc: 0.906788 valid_0's binary_logloss: 0.341233 valid_1's auc: 0.906935 valid_1's binary_logloss: 0.335275
[19] valid_0's auc: 0.907429 valid_0's binary_logloss: 0.33838 valid_1's auc: 0.906997 valid_1's binary_logloss: 0.333194
[20] valid_0's auc: 0.908014 valid_0's binary_logloss: 0.33582 valid_1's auc: 0.907552 valid_1's binary_logloss: 0.330977
[21] valid_0's auc: 0.908813 valid_0's binary_logloss: 0.333265 valid_1's auc: 0.907487 valid_1's binary_logloss: 0.329429
[22] valid_0's auc: 0.909387 valid_0's binary_logloss: 0.331028 valid_1's auc: 0.907688 valid_1's binary_logloss: 0.327796
[23] valid_0's auc: 0.910076 valid_0's binary_logloss: 0.328812 valid_1's auc: 0.907986 valid_1's binary_logloss: 0.326067
[24] valid_0's auc: 0.910742 valid_0's binary_logloss: 0.326687 valid_1's auc: 0.908032 valid_1's binary_logloss: 0.324823
[25] valid_0's auc: 0.911337 valid_0's binary_logloss: 0.324799 valid_1's auc: 0.908261 valid_1's binary_logloss: 0.323652
[26] valid_0's auc: 0.911971 valid_0's binary_logloss: 0.323012 valid_1's auc: 0.908609 valid_1's binary_logloss: 0.322287
[27] valid_0's auc: 0.912574 valid_0's binary_logloss: 0.321457 valid_1's auc: 0.908637 valid_1's binary_logloss: 0.321443
[28] valid_0's auc: 0.913166 valid_0's binary_logloss: 0.319892 valid_1's auc: 0.908754 valid_1's binary_logloss: 0.32056
[29] valid_0's auc: 0.913592 valid_0's binary_logloss: 0.318573 valid_1's auc: 0.908885 valid_1's binary_logloss: 0.319732
[30] valid_0's auc: 0.914047 valid_0's binary_logloss: 0.317297 valid_1's auc: 0.908941 valid_1's binary_logloss: 0.319094
[31] valid_0's auc: 0.914607 valid_0's binary_logloss: 0.31596 valid_1's auc: 0.909089 valid_1's binary_logloss: 0.318424
[32] valid_0's auc: 0.915222 valid_0's binary_logloss: 0.314541 valid_1's auc: 0.909135 valid_1's binary_logloss: 0.317919
[33] valid_0's auc: 0.915771 valid_0's binary_logloss: 0.313256 valid_1's auc: 0.909168 valid_1's binary_logloss: 0.317448
[34] valid_0's auc: 0.91618 valid_0's binary_logloss: 0.312226 valid_1's auc: 0.909277 valid_1's binary_logloss: 0.316931
[35] valid_0's auc: 0.916612 valid_0's binary_logloss: 0.311171 valid_1's auc: 0.90931 valid_1's binary_logloss: 0.316615
[36] valid_0's auc: 0.917002 valid_0's binary_logloss: 0.310229 valid_1's auc: 0.909347 valid_1's binary_logloss: 0.316384
[37] valid_0's auc: 0.917396 valid_0's binary_logloss: 0.309223 valid_1's auc: 0.909367 valid_1's binary_logloss: 0.31613
[38] valid_0's auc: 0.917777 valid_0's binary_logloss: 0.308376 valid_1's auc: 0.909443 valid_1's binary_logloss: 0.315751
[39] valid_0's auc: 0.918182 valid_0's binary_logloss: 0.307513 valid_1's auc: 0.909468 valid_1's binary_logloss: 0.315564
[40] valid_0's auc: 0.918592 valid_0's binary_logloss: 0.306601 valid_1's auc: 0.90954 valid_1's binary_logloss: 0.315221
[41] valid_0's auc: 0.919003 valid_0's binary_logloss: 0.305757 valid_1's auc: 0.909525 valid_1's binary_logloss: 0.315049
[42] valid_0's auc: 0.919316 valid_0's binary_logloss: 0.305064 valid_1's auc: 0.90958 valid_1's binary_logloss: 0.314864
[43] valid_0's auc: 0.919809 valid_0's binary_logloss: 0.304145 valid_1's auc: 0.909687 valid_1's binary_logloss: 0.314572
[44] valid_0's auc: 0.920209 valid_0's binary_logloss: 0.303334 valid_1's auc: 0.909828 valid_1's binary_logloss: 0.314251
[45] valid_0's auc: 0.920515 valid_0's binary_logloss: 0.302671 valid_1's auc: 0.909768 valid_1's binary_logloss: 0.314269
[46] valid_0's auc: 0.920904 valid_0's binary_logloss: 0.301937 valid_1's auc: 0.909801 valid_1's binary_logloss: 0.31413
[47] valid_0's auc: 0.921273 valid_0's binary_logloss: 0.301266 valid_1's auc: 0.909649 valid_1's binary_logloss: 0.314263
[48] valid_0's auc: 0.921625 valid_0's binary_logloss: 0.300526 valid_1's auc: 0.909504 valid_1's binary_logloss: 0.314354
[49] valid_0's auc: 0.922057 valid_0's binary_logloss: 0.299754 valid_1's auc: 0.909433 valid_1's binary_logloss: 0.314448
[50] valid_0's auc: 0.922407 valid_0's binary_logloss: 0.299108 valid_1's auc: 0.909556 valid_1's binary_logloss: 0.31423
[51] valid_0's auc: 0.922728 valid_0's binary_logloss: 0.298515 valid_1's auc: 0.909547 valid_1's binary_logloss: 0.314214
[52] valid_0's auc: 0.923006 valid_0's binary_logloss: 0.297973 valid_1's auc: 0.909549 valid_1's binary_logloss: 0.314095
[53] valid_0's auc: 0.923328 valid_0's binary_logloss: 0.297373 valid_1's auc: 0.909584 valid_1's binary_logloss: 0.314019
[54] valid_0's auc: 0.923665 valid_0's binary_logloss: 0.296779 valid_1's auc: 0.909503 valid_1's binary_logloss: 0.314095
[55] valid_0's auc: 0.923935 valid_0's binary_logloss: 0.296245 valid_1's auc: 0.909488 valid_1's binary_logloss: 0.314071
[56] valid_0's auc: 0.924281 valid_0's binary_logloss: 0.295635 valid_1's auc: 0.909434 valid_1's binary_logloss: 0.314146
[57] valid_0's auc: 0.924554 valid_0's binary_logloss: 0.295136 valid_1's auc: 0.909461 valid_1's binary_logloss: 0.314069
[58] valid_0's auc: 0.924807 valid_0's binary_logloss: 0.294614 valid_1's auc: 0.909411 valid_1's binary_logloss: 0.314154
[59] valid_0's auc: 0.925136 valid_0's binary_logloss: 0.294055 valid_1's auc: 0.909331 valid_1's binary_logloss: 0.314277
[60] valid_0's auc: 0.925349 valid_0's binary_logloss: 0.293631 valid_1's auc: 0.909325 valid_1's binary_logloss: 0.314298
[61] valid_0's auc: 0.925658 valid_0's binary_logloss: 0.29305 valid_1's auc: 0.909287 valid_1's binary_logloss: 0.314322
[62] valid_0's auc: 0.925915 valid_0's binary_logloss: 0.292583 valid_1's auc: 0.909368 valid_1's binary_logloss: 0.314219
[63] valid_0's auc: 0.926266 valid_0's binary_logloss: 0.291997 valid_1's auc: 0.909393 valid_1's binary_logloss: 0.314181
[64] valid_0's auc: 0.926557 valid_0's binary_logloss: 0.291526 valid_1's auc: 0.909259 valid_1's binary_logloss: 0.314404
[65] valid_0's auc: 0.926834 valid_0's binary_logloss: 0.291019 valid_1's auc: 0.909221 valid_1's binary_logloss: 0.314471
[66] valid_0's auc: 0.927155 valid_0's binary_logloss: 0.290427 valid_1's auc: 0.90911 valid_1's binary_logloss: 0.314647
[67] valid_0's auc: 0.927493 valid_0's binary_logloss: 0.289865 valid_1's auc: 0.909038 valid_1's binary_logloss: 0.314748
[68] valid_0's auc: 0.927797 valid_0's binary_logloss: 0.289324 valid_1's auc: 0.908946 valid_1's binary_logloss: 0.314827
[69] valid_0's auc: 0.928128 valid_0's binary_logloss: 0.288737 valid_1's auc: 0.908849 valid_1's binary_logloss: 0.314997
[70] valid_0's auc: 0.928421 valid_0's binary_logloss: 0.288215 valid_1's auc: 0.908649 valid_1's binary_logloss: 0.31532
[71] valid_0's auc: 0.928711 valid_0's binary_logloss: 0.287705 valid_1's auc: 0.908458 valid_1's binary_logloss: 0.315616
[72] valid_0's auc: 0.928993 valid_0's binary_logloss: 0.287209 valid_1's auc: 0.908269 valid_1's binary_logloss: 0.315912
[73] valid_0's auc: 0.929313 valid_0's binary_logloss: 0.28669 valid_1's auc: 0.908251 valid_1's binary_logloss: 0.315903
[74] valid_0's auc: 0.929609 valid_0's binary_logloss: 0.286148 valid_1's auc: 0.908328 valid_1's binary_logloss: 0.315829
[75] valid_0's auc: 0.929847 valid_0's binary_logloss: 0.285772 valid_1's auc: 0.908365 valid_1's binary_logloss: 0.315811
[76] valid_0's auc: 0.930103 valid_0's binary_logloss: 0.28531 valid_1's auc: 0.908384 valid_1's binary_logloss: 0.315751
[77] valid_0's auc: 0.930338 valid_0's binary_logloss: 0.284892 valid_1's auc: 0.908422 valid_1's binary_logloss: 0.315683
[78] valid_0's auc: 0.93053 valid_0's binary_logloss: 0.284544 valid_1's auc: 0.90827 valid_1's binary_logloss: 0.315915
[79] valid_0's auc: 0.930709 valid_0's binary_logloss: 0.284201 valid_1's auc: 0.908126 valid_1's binary_logloss: 0.316141
[80] valid_0's auc: 0.930914 valid_0's binary_logloss: 0.283809 valid_1's auc: 0.908032 valid_1's binary_logloss: 0.316304
[81] valid_0's auc: 0.9311 valid_0's binary_logloss: 0.283468 valid_1's auc: 0.907851 valid_1's binary_logloss: 0.316619
[82] valid_0's auc: 0.931387 valid_0's binary_logloss: 0.28298 valid_1's auc: 0.907839 valid_1's binary_logloss: 0.316697
[83] valid_0's auc: 0.931647 valid_0's binary_logloss: 0.282472 valid_1's auc: 0.907796 valid_1's binary_logloss: 0.316767
[84] valid_0's auc: 0.931951 valid_0's binary_logloss: 0.281939 valid_1's auc: 0.907726 valid_1's binary_logloss: 0.316869
[85] valid_0's auc: 0.932204 valid_0's binary_logloss: 0.281522 valid_1's auc: 0.9076 valid_1's binary_logloss: 0.317084
[86] valid_0's auc: 0.932444 valid_0's binary_logloss: 0.281106 valid_1's auc: 0.907519 valid_1's binary_logloss: 0.317278
[87] valid_0's auc: 0.932773 valid_0's binary_logloss: 0.280578 valid_1's auc: 0.907482 valid_1's binary_logloss: 0.317311
[88] valid_0's auc: 0.932944 valid_0's binary_logloss: 0.280262 valid_1's auc: 0.907451 valid_1's binary_logloss: 0.317371
[89] valid_0's auc: 0.933268 valid_0's binary_logloss: 0.279722 valid_1's auc: 0.907437 valid_1's binary_logloss: 0.317429
[90] valid_0's auc: 0.933578 valid_0's binary_logloss: 0.279235 valid_1's auc: 0.907348 valid_1's binary_logloss: 0.317581
[91] valid_0's auc: 0.933811 valid_0's binary_logloss: 0.27882 valid_1's auc: 0.907315 valid_1's binary_logloss: 0.317611
[92] valid_0's auc: 0.934056 valid_0's binary_logloss: 0.278433 valid_1's auc: 0.907133 valid_1's binary_logloss: 0.31794
[93] valid_0's auc: 0.93431 valid_0's binary_logloss: 0.277981 valid_1's auc: 0.907102 valid_1's binary_logloss: 0.318055
[94] valid_0's auc: 0.934536 valid_0's binary_logloss: 0.277576 valid_1's auc: 0.907082 valid_1's binary_logloss: 0.318089
[95] valid_0's auc: 0.934716 valid_0's binary_logloss: 0.277207 valid_1's auc: 0.906958 valid_1's binary_logloss: 0.318325
[96] valid_0's auc: 0.934963 valid_0's binary_logloss: 0.276777 valid_1's auc: 0.90679 valid_1's binary_logloss: 0.318619
[97] valid_0's auc: 0.935154 valid_0's binary_logloss: 0.27644 valid_1's auc: 0.906821 valid_1's binary_logloss: 0.318573
[98] valid_0's auc: 0.935331 valid_0's binary_logloss: 0.276092 valid_1's auc: 0.90682 valid_1's binary_logloss: 0.318596
[99] valid_0's auc: 0.935551 valid_0's binary_logloss: 0.275718 valid_1's auc: 0.906756 valid_1's binary_logloss: 0.318675
[100] valid_0's auc: 0.935703 valid_0's binary_logloss: 0.275432 valid_1's auc: 0.906713 valid_1's binary_logloss: 0.318756
[101] valid_0's auc: 0.935971 valid_0's binary_logloss: 0.274964 valid_1's auc: 0.906709 valid_1's binary_logloss: 0.318763
[102] valid_0's auc: 0.936122 valid_0's binary_logloss: 0.274672 valid_1's auc: 0.906708 valid_1's binary_logloss: 0.318826
[103] valid_0's auc: 0.936445 valid_0's binary_logloss: 0.274133 valid_1's auc: 0.906643 valid_1's binary_logloss: 0.318924
[104] valid_0's auc: 0.936552 valid_0's binary_logloss: 0.273882 valid_1's auc: 0.906559 valid_1's binary_logloss: 0.319105
[105] valid_0's auc: 0.936802 valid_0's binary_logloss: 0.273445 valid_1's auc: 0.906508 valid_1's binary_logloss: 0.319186
[106] valid_0's auc: 0.937097 valid_0's binary_logloss: 0.272911 valid_1's auc: 0.906528 valid_1's binary_logloss: 0.319203
[107] valid_0's auc: 0.937274 valid_0's binary_logloss: 0.272599 valid_1's auc: 0.906472 valid_1's binary_logloss: 0.319307
[108] valid_0's auc: 0.937507 valid_0's binary_logloss: 0.272183 valid_1's auc: 0.906424 valid_1's binary_logloss: 0.319428
[109] valid_0's auc: 0.937707 valid_0's binary_logloss: 0.271832 valid_1's auc: 0.906388 valid_1's binary_logloss: 0.31954
[110] valid_0's auc: 0.937923 valid_0's binary_logloss: 0.271456 valid_1's auc: 0.906391 valid_1's binary_logloss: 0.319552
[111] valid_0's auc: 0.938102 valid_0's binary_logloss: 0.271149 valid_1's auc: 0.906285 valid_1's binary_logloss: 0.319742
[112] valid_0's auc: 0.938209 valid_0's binary_logloss: 0.270949 valid_1's auc: 0.906234 valid_1's binary_logloss: 0.319862
[113] valid_0's auc: 0.93842 valid_0's binary_logloss: 0.270576 valid_1's auc: 0.906244 valid_1's binary_logloss: 0.319867
[114] valid_0's auc: 0.938569 valid_0's binary_logloss: 0.270294 valid_1's auc: 0.906278 valid_1's binary_logloss: 0.319839
[115] valid_0's auc: 0.938688 valid_0's binary_logloss: 0.270037 valid_1's auc: 0.906242 valid_1's binary_logloss: 0.319908
[116] valid_0's auc: 0.938896 valid_0's binary_logloss: 0.269652 valid_1's auc: 0.90611 valid_1's binary_logloss: 0.320203
[117] valid_0's auc: 0.939094 valid_0's binary_logloss: 0.269305 valid_1's auc: 0.906165 valid_1's binary_logloss: 0.320134
[118] valid_0's auc: 0.939305 valid_0's binary_logloss: 0.268941 valid_1's auc: 0.906116 valid_1's binary_logloss: 0.320222
[119] valid_0's auc: 0.939563 valid_0's binary_logloss: 0.268511 valid_1's auc: 0.906066 valid_1's binary_logloss: 0.320335
[120] valid_0's auc: 0.939736 valid_0's binary_logloss: 0.26819 valid_1's auc: 0.906008 valid_1's binary_logloss: 0.320452
[121] valid_0's auc: 0.94 valid_0's binary_logloss: 0.26772 valid_1's auc: 0.905934 valid_1's binary_logloss: 0.320571
[122] valid_0's auc: 0.94016 valid_0's binary_logloss: 0.267434 valid_1's auc: 0.905825 valid_1's binary_logloss: 0.320743
[123] valid_0's auc: 0.940332 valid_0's binary_logloss: 0.267127 valid_1's auc: 0.905755 valid_1's binary_logloss: 0.320953
[124] valid_0's auc: 0.940525 valid_0's binary_logloss: 0.266806 valid_1's auc: 0.905679 valid_1's binary_logloss: 0.32108
[125] valid_0's auc: 0.940715 valid_0's binary_logloss: 0.266472 valid_1's auc: 0.905571 valid_1's binary_logloss: 0.321309
[126] valid_0's auc: 0.940836 valid_0's binary_logloss: 0.266243 valid_1's auc: 0.905495 valid_1's binary_logloss: 0.321425
[127] valid_0's auc: 0.941064 valid_0's binary_logloss: 0.265856 valid_1's auc: 0.905434 valid_1's binary_logloss: 0.321532
[128] valid_0's auc: 0.941224 valid_0's binary_logloss: 0.265551 valid_1's auc: 0.905334 valid_1's binary_logloss: 0.321726
[129] valid_0's auc: 0.941359 valid_0's binary_logloss: 0.265285 valid_1's auc: 0.905325 valid_1's binary_logloss: 0.321762
[130] valid_0's auc: 0.941514 valid_0's binary_logloss: 0.264987 valid_1's auc: 0.905316 valid_1's binary_logloss: 0.321854
[131] valid_0's auc: 0.941738 valid_0's binary_logloss: 0.264522 valid_1's auc: 0.905137 valid_1's binary_logloss: 0.322147
[132] valid_0's auc: 0.94193 valid_0's binary_logloss: 0.264174 valid_1's auc: 0.905037 valid_1's binary_logloss: 0.322331
[133] valid_0's auc: 0.942074 valid_0's binary_logloss: 0.263901 valid_1's auc: 0.904998 valid_1's binary_logloss: 0.322416
[134] valid_0's auc: 0.942227 valid_0's binary_logloss: 0.263602 valid_1's auc: 0.90495 valid_1's binary_logloss: 0.322561
[135] valid_0's auc: 0.94233 valid_0's binary_logloss: 0.263395 valid_1's auc: 0.904897 valid_1's binary_logloss: 0.322654
[136] valid_0's auc: 0.942481 valid_0's binary_logloss: 0.263095 valid_1's auc: 0.904914 valid_1's binary_logloss: 0.322678
[137] valid_0's auc: 0.942574 valid_0's binary_logloss: 0.262914 valid_1's auc: 0.904842 valid_1's binary_logloss: 0.322822
[138] valid_0's auc: 0.942714 valid_0's binary_logloss: 0.262657 valid_1's auc: 0.904771 valid_1's binary_logloss: 0.322965
[139] valid_0's auc: 0.942802 valid_0's binary_logloss: 0.262495 valid_1's auc: 0.904759 valid_1's binary_logloss: 0.322993
[140] valid_0's auc: 0.94294 valid_0's binary_logloss: 0.262228 valid_1's auc: 0.904755 valid_1's binary_logloss: 0.322994
[141] valid_0's auc: 0.943106 valid_0's binary_logloss: 0.261955 valid_1's auc: 0.904734 valid_1's binary_logloss: 0.323056
[142] valid_0's auc: 0.943252 valid_0's binary_logloss: 0.261685 valid_1's auc: 0.90472 valid_1's binary_logloss: 0.323073
[143] valid_0's auc: 0.943421 valid_0's binary_logloss: 0.261357 valid_1's auc: 0.904722 valid_1's binary_logloss: 0.323114
[144] valid_0's auc: 0.943598 valid_0's binary_logloss: 0.261024 valid_1's auc: 0.904742 valid_1's binary_logloss: 0.323141
Early stopping, best iteration is:
[44] valid_0's auc: 0.920209 valid_0's binary_logloss: 0.303334 valid_1's auc: 0.909828 valid_1's binary_logloss: 0.314251
[1] valid_0's auc: 0.887858 valid_0's binary_logloss: 0.516982 valid_1's auc: 0.894799 valid_1's binary_logloss: 0.508124
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.89299 valid_0's binary_logloss: 0.488143 valid_1's auc: 0.899409 valid_1's binary_logloss: 0.478442
[3] valid_0's auc: 0.894141 valid_0's binary_logloss: 0.464911 valid_1's auc: 0.900492 valid_1's binary_logloss: 0.454848
[4] valid_0's auc: 0.89588 valid_0's binary_logloss: 0.445631 valid_1's auc: 0.9015 valid_1's binary_logloss: 0.435366
[5] valid_0's auc: 0.896282 valid_0's binary_logloss: 0.429671 valid_1's auc: 0.902121 valid_1's binary_logloss: 0.419464
[6] valid_0's auc: 0.897771 valid_0's binary_logloss: 0.415866 valid_1's auc: 0.903603 valid_1's binary_logloss: 0.405593
[7] valid_0's auc: 0.898298 valid_0's binary_logloss: 0.404446 valid_1's auc: 0.903454 valid_1's binary_logloss: 0.394188
[8] valid_0's auc: 0.899715 valid_0's binary_logloss: 0.394436 valid_1's auc: 0.904238 valid_1's binary_logloss: 0.384318
[9] valid_0's auc: 0.900608 valid_0's binary_logloss: 0.385658 valid_1's auc: 0.904344 valid_1's binary_logloss: 0.376143
[10] valid_0's auc: 0.901136 valid_0's binary_logloss: 0.3781 valid_1's auc: 0.904404 valid_1's binary_logloss: 0.369012
[11] valid_0's auc: 0.901863 valid_0's binary_logloss: 0.371331 valid_1's auc: 0.904849 valid_1's binary_logloss: 0.362564
[12] valid_0's auc: 0.902708 valid_0's binary_logloss: 0.365396 valid_1's auc: 0.9053 valid_1's binary_logloss: 0.356977
[13] valid_0's auc: 0.903652 valid_0's binary_logloss: 0.360065 valid_1's auc: 0.905847 valid_1's binary_logloss: 0.351861
[14] valid_0's auc: 0.904118 valid_0's binary_logloss: 0.355455 valid_1's auc: 0.905985 valid_1's binary_logloss: 0.347625
[15] valid_0's auc: 0.905174 valid_0's binary_logloss: 0.351053 valid_1's auc: 0.9063 valid_1's binary_logloss: 0.343845
[16] valid_0's auc: 0.905837 valid_0's binary_logloss: 0.347335 valid_1's auc: 0.906851 valid_1's binary_logloss: 0.340347
[17] valid_0's auc: 0.906471 valid_0's binary_logloss: 0.343917 valid_1's auc: 0.907365 valid_1's binary_logloss: 0.337309
[18] valid_0's auc: 0.907256 valid_0's binary_logloss: 0.340601 valid_1's auc: 0.907452 valid_1's binary_logloss: 0.334769
[19] valid_0's auc: 0.908235 valid_0's binary_logloss: 0.337502 valid_1's auc: 0.9078 valid_1's binary_logloss: 0.332421
[20] valid_0's auc: 0.908872 valid_0's binary_logloss: 0.334805 valid_1's auc: 0.908089 valid_1's binary_logloss: 0.330319
[21] valid_0's auc: 0.909594 valid_0's binary_logloss: 0.332301 valid_1's auc: 0.908017 valid_1's binary_logloss: 0.328702
[22] valid_0's auc: 0.910224 valid_0's binary_logloss: 0.329973 valid_1's auc: 0.908008 valid_1's binary_logloss: 0.32727
[23] valid_0's auc: 0.910747 valid_0's binary_logloss: 0.327887 valid_1's auc: 0.908244 valid_1's binary_logloss: 0.325638
[24] valid_0's auc: 0.911358 valid_0's binary_logloss: 0.325813 valid_1's auc: 0.908582 valid_1's binary_logloss: 0.32415
[25] valid_0's auc: 0.911934 valid_0's binary_logloss: 0.323984 valid_1's auc: 0.908846 valid_1's binary_logloss: 0.322893
[26] valid_0's auc: 0.912521 valid_0's binary_logloss: 0.322275 valid_1's auc: 0.908901 valid_1's binary_logloss: 0.321977
[27] valid_0's auc: 0.912976 valid_0's binary_logloss: 0.320789 valid_1's auc: 0.90911 valid_1's binary_logloss: 0.320969
[28] valid_0's auc: 0.913467 valid_0's binary_logloss: 0.319337 valid_1's auc: 0.909135 valid_1's binary_logloss: 0.320209
[29] valid_0's auc: 0.91389 valid_0's binary_logloss: 0.318008 valid_1's auc: 0.909267 valid_1's binary_logloss: 0.319489
[30] valid_0's auc: 0.914386 valid_0's binary_logloss: 0.316659 valid_1's auc: 0.90937 valid_1's binary_logloss: 0.318817
[31] valid_0's auc: 0.91489 valid_0's binary_logloss: 0.31542 valid_1's auc: 0.909339 valid_1's binary_logloss: 0.318459
[32] valid_0's auc: 0.915437 valid_0's binary_logloss: 0.314124 valid_1's auc: 0.909391 valid_1's binary_logloss: 0.31793
[33] valid_0's auc: 0.915858 valid_0's binary_logloss: 0.312972 valid_1's auc: 0.909363 valid_1's binary_logloss: 0.317511
[34] valid_0's auc: 0.91629 valid_0's binary_logloss: 0.311916 valid_1's auc: 0.909455 valid_1's binary_logloss: 0.317059
[35] valid_0's auc: 0.91669 valid_0's binary_logloss: 0.310951 valid_1's auc: 0.909558 valid_1's binary_logloss: 0.316719
[36] valid_0's auc: 0.917101 valid_0's binary_logloss: 0.309966 valid_1's auc: 0.909678 valid_1's binary_logloss: 0.316232
[37] valid_0's auc: 0.917539 valid_0's binary_logloss: 0.308975 valid_1's auc: 0.909739 valid_1's binary_logloss: 0.315892
[38] valid_0's auc: 0.917896 valid_0's binary_logloss: 0.308095 valid_1's auc: 0.909706 valid_1's binary_logloss: 0.315721
[39] valid_0's auc: 0.918278 valid_0's binary_logloss: 0.30725 valid_1's auc: 0.909698 valid_1's binary_logloss: 0.315512
[40] valid_0's auc: 0.918713 valid_0's binary_logloss: 0.306311 valid_1's auc: 0.909672 valid_1's binary_logloss: 0.315361
[41] valid_0's auc: 0.919118 valid_0's binary_logloss: 0.305472 valid_1's auc: 0.909665 valid_1's binary_logloss: 0.315161
[42] valid_0's auc: 0.919496 valid_0's binary_logloss: 0.304681 valid_1's auc: 0.909659 valid_1's binary_logloss: 0.315056
[43] valid_0's auc: 0.919897 valid_0's binary_logloss: 0.303848 valid_1's auc: 0.90978 valid_1's binary_logloss: 0.314764
[44] valid_0's auc: 0.920208 valid_0's binary_logloss: 0.303142 valid_1's auc: 0.909865 valid_1's binary_logloss: 0.314563
[45] valid_0's auc: 0.920584 valid_0's binary_logloss: 0.302337 valid_1's auc: 0.909965 valid_1's binary_logloss: 0.314285
[46] valid_0's auc: 0.920847 valid_0's binary_logloss: 0.301757 valid_1's auc: 0.909803 valid_1's binary_logloss: 0.314436
[47] valid_0's auc: 0.921232 valid_0's binary_logloss: 0.301022 valid_1's auc: 0.909838 valid_1's binary_logloss: 0.314278
[48] valid_0's auc: 0.921591 valid_0's binary_logloss: 0.300325 valid_1's auc: 0.910059 valid_1's binary_logloss: 0.313965
[49] valid_0's auc: 0.921906 valid_0's binary_logloss: 0.299717 valid_1's auc: 0.909965 valid_1's binary_logloss: 0.314039
[50] valid_0's auc: 0.922223 valid_0's binary_logloss: 0.29908 valid_1's auc: 0.910008 valid_1's binary_logloss: 0.313998
[51] valid_0's auc: 0.922437 valid_0's binary_logloss: 0.298624 valid_1's auc: 0.910057 valid_1's binary_logloss: 0.313852
[52] valid_0's auc: 0.922748 valid_0's binary_logloss: 0.29801 valid_1's auc: 0.910051 valid_1's binary_logloss: 0.31389
[53] valid_0's auc: 0.923108 valid_0's binary_logloss: 0.297392 valid_1's auc: 0.910117 valid_1's binary_logloss: 0.313776
[54] valid_0's auc: 0.923461 valid_0's binary_logloss: 0.29669 valid_1's auc: 0.910151 valid_1's binary_logloss: 0.313701
[55] valid_0's auc: 0.923771 valid_0's binary_logloss: 0.29611 valid_1's auc: 0.910133 valid_1's binary_logloss: 0.313685
[56] valid_0's auc: 0.924143 valid_0's binary_logloss: 0.295489 valid_1's auc: 0.910108 valid_1's binary_logloss: 0.313653
[57] valid_0's auc: 0.924412 valid_0's binary_logloss: 0.294953 valid_1's auc: 0.910025 valid_1's binary_logloss: 0.313777
[58] valid_0's auc: 0.924675 valid_0's binary_logloss: 0.294422 valid_1's auc: 0.910004 valid_1's binary_logloss: 0.313838
[59] valid_0's auc: 0.925033 valid_0's binary_logloss: 0.293831 valid_1's auc: 0.909969 valid_1's binary_logloss: 0.313818
[60] valid_0's auc: 0.92533 valid_0's binary_logloss: 0.29332 valid_1's auc: 0.909916 valid_1's binary_logloss: 0.313849
[61] valid_0's auc: 0.92563 valid_0's binary_logloss: 0.292811 valid_1's auc: 0.909975 valid_1's binary_logloss: 0.313774
[62] valid_0's auc: 0.925959 valid_0's binary_logloss: 0.292263 valid_1's auc: 0.909875 valid_1's binary_logloss: 0.313907
[63] valid_0's auc: 0.92625 valid_0's binary_logloss: 0.291763 valid_1's auc: 0.909735 valid_1's binary_logloss: 0.314072
[64] valid_0's auc: 0.926615 valid_0's binary_logloss: 0.291124 valid_1's auc: 0.909831 valid_1's binary_logloss: 0.314019
[65] valid_0's auc: 0.9269 valid_0's binary_logloss: 0.290634 valid_1's auc: 0.909712 valid_1's binary_logloss: 0.31417
[66] valid_0's auc: 0.927176 valid_0's binary_logloss: 0.290144 valid_1's auc: 0.909653 valid_1's binary_logloss: 0.314297
[67] valid_0's auc: 0.927475 valid_0's binary_logloss: 0.289601 valid_1's auc: 0.909627 valid_1's binary_logloss: 0.314297
[68] valid_0's auc: 0.927737 valid_0's binary_logloss: 0.289128 valid_1's auc: 0.909567 valid_1's binary_logloss: 0.314381
[69] valid_0's auc: 0.927992 valid_0's binary_logloss: 0.288703 valid_1's auc: 0.909555 valid_1's binary_logloss: 0.314401
[70] valid_0's auc: 0.928289 valid_0's binary_logloss: 0.288195 valid_1's auc: 0.909541 valid_1's binary_logloss: 0.314416
[71] valid_0's auc: 0.928536 valid_0's binary_logloss: 0.287792 valid_1's auc: 0.909553 valid_1's binary_logloss: 0.31446
[72] valid_0's auc: 0.928762 valid_0's binary_logloss: 0.287342 valid_1's auc: 0.909443 valid_1's binary_logloss: 0.314597
[73] valid_0's auc: 0.928952 valid_0's binary_logloss: 0.287026 valid_1's auc: 0.909376 valid_1's binary_logloss: 0.314723
[74] valid_0's auc: 0.929177 valid_0's binary_logloss: 0.286609 valid_1's auc: 0.90947 valid_1's binary_logloss: 0.314605
[75] valid_0's auc: 0.929403 valid_0's binary_logloss: 0.286186 valid_1's auc: 0.909439 valid_1's binary_logloss: 0.314555
[76] valid_0's auc: 0.92966 valid_0's binary_logloss: 0.285743 valid_1's auc: 0.909286 valid_1's binary_logloss: 0.314761
[77] valid_0's auc: 0.929892 valid_0's binary_logloss: 0.285335 valid_1's auc: 0.909177 valid_1's binary_logloss: 0.314973
[78] valid_0's auc: 0.930102 valid_0's binary_logloss: 0.284942 valid_1's auc: 0.909238 valid_1's binary_logloss: 0.314816
[79] valid_0's auc: 0.930359 valid_0's binary_logloss: 0.28449 valid_1's auc: 0.909314 valid_1's binary_logloss: 0.314745
[80] valid_0's auc: 0.930605 valid_0's binary_logloss: 0.284043 valid_1's auc: 0.909319 valid_1's binary_logloss: 0.314764
[81] valid_0's auc: 0.930858 valid_0's binary_logloss: 0.283639 valid_1's auc: 0.909251 valid_1's binary_logloss: 0.314894
[82] valid_0's auc: 0.93109 valid_0's binary_logloss: 0.283259 valid_1's auc: 0.909192 valid_1's binary_logloss: 0.315016
[83] valid_0's auc: 0.931288 valid_0's binary_logloss: 0.282907 valid_1's auc: 0.909177 valid_1's binary_logloss: 0.315086
[84] valid_0's auc: 0.931528 valid_0's binary_logloss: 0.282472 valid_1's auc: 0.909101 valid_1's binary_logloss: 0.315203
[85] valid_0's auc: 0.931882 valid_0's binary_logloss: 0.281893 valid_1's auc: 0.90901 valid_1's binary_logloss: 0.315411
[86] valid_0's auc: 0.932096 valid_0's binary_logloss: 0.281512 valid_1's auc: 0.908926 valid_1's binary_logloss: 0.315512
[87] valid_0's auc: 0.932312 valid_0's binary_logloss: 0.281144 valid_1's auc: 0.90896 valid_1's binary_logloss: 0.315451
[88] valid_0's auc: 0.932578 valid_0's binary_logloss: 0.280703 valid_1's auc: 0.908807 valid_1's binary_logloss: 0.315679
[89] valid_0's auc: 0.932796 valid_0's binary_logloss: 0.280304 valid_1's auc: 0.908747 valid_1's binary_logloss: 0.315858
[90] valid_0's auc: 0.933043 valid_0's binary_logloss: 0.279893 valid_1's auc: 0.908682 valid_1's binary_logloss: 0.315979
[91] valid_0's auc: 0.933249 valid_0's binary_logloss: 0.279505 valid_1's auc: 0.908706 valid_1's binary_logloss: 0.316005
[92] valid_0's auc: 0.933471 valid_0's binary_logloss: 0.279112 valid_1's auc: 0.908613 valid_1's binary_logloss: 0.316205
[93] valid_0's auc: 0.933674 valid_0's binary_logloss: 0.278766 valid_1's auc: 0.908529 valid_1's binary_logloss: 0.316364
[94] valid_0's auc: 0.93394 valid_0's binary_logloss: 0.278338 valid_1's auc: 0.908547 valid_1's binary_logloss: 0.316338
[95] valid_0's auc: 0.934207 valid_0's binary_logloss: 0.277905 valid_1's auc: 0.908537 valid_1's binary_logloss: 0.316385
[96] valid_0's auc: 0.934451 valid_0's binary_logloss: 0.277514 valid_1's auc: 0.908539 valid_1's binary_logloss: 0.316357
[97] valid_0's auc: 0.934682 valid_0's binary_logloss: 0.277104 valid_1's auc: 0.908538 valid_1's binary_logloss: 0.316353
[98] valid_0's auc: 0.934874 valid_0's binary_logloss: 0.276757 valid_1's auc: 0.908432 valid_1's binary_logloss: 0.316542
[99] valid_0's auc: 0.935147 valid_0's binary_logloss: 0.276294 valid_1's auc: 0.908382 valid_1's binary_logloss: 0.316668
[100] valid_0's auc: 0.935354 valid_0's binary_logloss: 0.275957 valid_1's auc: 0.908369 valid_1's binary_logloss: 0.316684
[101] valid_0's auc: 0.935573 valid_0's binary_logloss: 0.275569 valid_1's auc: 0.908346 valid_1's binary_logloss: 0.316747
[102] valid_0's auc: 0.935877 valid_0's binary_logloss: 0.275109 valid_1's auc: 0.908237 valid_1's binary_logloss: 0.316928
[103] valid_0's auc: 0.936071 valid_0's binary_logloss: 0.274759 valid_1's auc: 0.908149 valid_1's binary_logloss: 0.317081
[104] valid_0's auc: 0.936236 valid_0's binary_logloss: 0.27443 valid_1's auc: 0.908112 valid_1's binary_logloss: 0.317146
[105] valid_0's auc: 0.936516 valid_0's binary_logloss: 0.273983 valid_1's auc: 0.908063 valid_1's binary_logloss: 0.317268
[106] valid_0's auc: 0.936685 valid_0's binary_logloss: 0.273696 valid_1's auc: 0.908046 valid_1's binary_logloss: 0.317344
[107] valid_0's auc: 0.936861 valid_0's binary_logloss: 0.273377 valid_1's auc: 0.907985 valid_1's binary_logloss: 0.317433
[108] valid_0's auc: 0.937086 valid_0's binary_logloss: 0.272946 valid_1's auc: 0.907984 valid_1's binary_logloss: 0.317504
[109] valid_0's auc: 0.937219 valid_0's binary_logloss: 0.272681 valid_1's auc: 0.907932 valid_1's binary_logloss: 0.317572
[110] valid_0's auc: 0.937446 valid_0's binary_logloss: 0.272298 valid_1's auc: 0.908085 valid_1's binary_logloss: 0.317359
[111] valid_0's auc: 0.93767 valid_0's binary_logloss: 0.271916 valid_1's auc: 0.908054 valid_1's binary_logloss: 0.317448
[112] valid_0's auc: 0.93786 valid_0's binary_logloss: 0.271547 valid_1's auc: 0.908056 valid_1's binary_logloss: 0.317463
[113] valid_0's auc: 0.938059 valid_0's binary_logloss: 0.271195 valid_1's auc: 0.907988 valid_1's binary_logloss: 0.317603
[114] valid_0's auc: 0.938328 valid_0's binary_logloss: 0.270765 valid_1's auc: 0.908062 valid_1's binary_logloss: 0.317511
[115] valid_0's auc: 0.938482 valid_0's binary_logloss: 0.27045 valid_1's auc: 0.907971 valid_1's binary_logloss: 0.317708
[116] valid_0's auc: 0.938641 valid_0's binary_logloss: 0.270165 valid_1's auc: 0.908024 valid_1's binary_logloss: 0.317638
[117] valid_0's auc: 0.93882 valid_0's binary_logloss: 0.269833 valid_1's auc: 0.907872 valid_1's binary_logloss: 0.317913
[118] valid_0's auc: 0.939016 valid_0's binary_logloss: 0.269483 valid_1's auc: 0.907823 valid_1's binary_logloss: 0.318012
[119] valid_0's auc: 0.93915 valid_0's binary_logloss: 0.269227 valid_1's auc: 0.907886 valid_1's binary_logloss: 0.31793
[120] valid_0's auc: 0.939398 valid_0's binary_logloss: 0.268788 valid_1's auc: 0.907903 valid_1's binary_logloss: 0.317935
[121] valid_0's auc: 0.939622 valid_0's binary_logloss: 0.268419 valid_1's auc: 0.907859 valid_1's binary_logloss: 0.318049
[122] valid_0's auc: 0.939807 valid_0's binary_logloss: 0.268083 valid_1's auc: 0.907712 valid_1's binary_logloss: 0.31831
[123] valid_0's auc: 0.940023 valid_0's binary_logloss: 0.267743 valid_1's auc: 0.907647 valid_1's binary_logloss: 0.318431
[124] valid_0's auc: 0.940253 valid_0's binary_logloss: 0.267345 valid_1's auc: 0.90768 valid_1's binary_logloss: 0.318389
[125] valid_0's auc: 0.940481 valid_0's binary_logloss: 0.266924 valid_1's auc: 0.907582 valid_1's binary_logloss: 0.318566
[126] valid_0's auc: 0.940765 valid_0's binary_logloss: 0.266447 valid_1's auc: 0.90748 valid_1's binary_logloss: 0.318789
[127] valid_0's auc: 0.940918 valid_0's binary_logloss: 0.266162 valid_1's auc: 0.907377 valid_1's binary_logloss: 0.318996
[128] valid_0's auc: 0.94106 valid_0's binary_logloss: 0.265904 valid_1's auc: 0.907299 valid_1's binary_logloss: 0.31911
[129] valid_0's auc: 0.941259 valid_0's binary_logloss: 0.265552 valid_1's auc: 0.907239 valid_1's binary_logloss: 0.319229
[130] valid_0's auc: 0.941426 valid_0's binary_logloss: 0.265265 valid_1's auc: 0.907212 valid_1's binary_logloss: 0.319355
[131] valid_0's auc: 0.941635 valid_0's binary_logloss: 0.264882 valid_1's auc: 0.907119 valid_1's binary_logloss: 0.319548
[132] valid_0's auc: 0.941824 valid_0's binary_logloss: 0.264546 valid_1's auc: 0.907 valid_1's binary_logloss: 0.31971
[133] valid_0's auc: 0.941995 valid_0's binary_logloss: 0.264228 valid_1's auc: 0.907065 valid_1's binary_logloss: 0.319602
[134] valid_0's auc: 0.942206 valid_0's binary_logloss: 0.263852 valid_1's auc: 0.907003 valid_1's binary_logloss: 0.319761
[135] valid_0's auc: 0.942405 valid_0's binary_logloss: 0.263498 valid_1's auc: 0.90687 valid_1's binary_logloss: 0.319971
[136] valid_0's auc: 0.942579 valid_0's binary_logloss: 0.263178 valid_1's auc: 0.906824 valid_1's binary_logloss: 0.320108
[137] valid_0's auc: 0.942714 valid_0's binary_logloss: 0.262896 valid_1's auc: 0.906812 valid_1's binary_logloss: 0.320178
[138] valid_0's auc: 0.942912 valid_0's binary_logloss: 0.262558 valid_1's auc: 0.906727 valid_1's binary_logloss: 0.320392
[139] valid_0's auc: 0.943087 valid_0's binary_logloss: 0.262212 valid_1's auc: 0.90667 valid_1's binary_logloss: 0.320541
[140] valid_0's auc: 0.943238 valid_0's binary_logloss: 0.26193 valid_1's auc: 0.906599 valid_1's binary_logloss: 0.320653
[141] valid_0's auc: 0.943367 valid_0's binary_logloss: 0.261682 valid_1's auc: 0.906569 valid_1's binary_logloss: 0.32071
[142] valid_0's auc: 0.943503 valid_0's binary_logloss: 0.26142 valid_1's auc: 0.906493 valid_1's binary_logloss: 0.320854
[143] valid_0's auc: 0.94366 valid_0's binary_logloss: 0.261129 valid_1's auc: 0.906485 valid_1's binary_logloss: 0.320922
[144] valid_0's auc: 0.943837 valid_0's binary_logloss: 0.260813 valid_1's auc: 0.9065 valid_1's binary_logloss: 0.320924
[145] valid_0's auc: 0.944012 valid_0's binary_logloss: 0.260511 valid_1's auc: 0.906538 valid_1's binary_logloss: 0.320913
[146] valid_0's auc: 0.944149 valid_0's binary_logloss: 0.260234 valid_1's auc: 0.90648 valid_1's binary_logloss: 0.321018
[147] valid_0's auc: 0.944309 valid_0's binary_logloss: 0.259952 valid_1's auc: 0.90644 valid_1's binary_logloss: 0.321111
[148] valid_0's auc: 0.944464 valid_0's binary_logloss: 0.259657 valid_1's auc: 0.906347 valid_1's binary_logloss: 0.321293
[149] valid_0's auc: 0.944624 valid_0's binary_logloss: 0.259346 valid_1's auc: 0.906303 valid_1's binary_logloss: 0.321377
[150] valid_0's auc: 0.944761 valid_0's binary_logloss: 0.259101 valid_1's auc: 0.906255 valid_1's binary_logloss: 0.321474
[151] valid_0's auc: 0.944956 valid_0's binary_logloss: 0.258766 valid_1's auc: 0.906216 valid_1's binary_logloss: 0.321581
[152] valid_0's auc: 0.945089 valid_0's binary_logloss: 0.258515 valid_1's auc: 0.906178 valid_1's binary_logloss: 0.321742
[153] valid_0's auc: 0.945255 valid_0's binary_logloss: 0.258214 valid_1's auc: 0.906133 valid_1's binary_logloss: 0.321878
[154] valid_0's auc: 0.94543 valid_0's binary_logloss: 0.257867 valid_1's auc: 0.906108 valid_1's binary_logloss: 0.321994
Early stopping, best iteration is:
[54] valid_0's auc: 0.923461 valid_0's binary_logloss: 0.29669 valid_1's auc: 0.910151 valid_1's binary_logloss: 0.313701
[1] valid_0's auc: 0.886572 valid_0's binary_logloss: 0.517393 valid_1's auc: 0.891691 valid_1's binary_logloss: 0.508845
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.889325 valid_0's binary_logloss: 0.48844 valid_1's auc: 0.895182 valid_1's binary_logloss: 0.47942
[3] valid_0's auc: 0.890907 valid_0's binary_logloss: 0.465197 valid_1's auc: 0.896562 valid_1's binary_logloss: 0.455809
[4] valid_0's auc: 0.89514 valid_0's binary_logloss: 0.445768 valid_1's auc: 0.899296 valid_1's binary_logloss: 0.43648
[5] valid_0's auc: 0.896951 valid_0's binary_logloss: 0.42971 valid_1's auc: 0.899718 valid_1's binary_logloss: 0.420604
[6] valid_0's auc: 0.897889 valid_0's binary_logloss: 0.416111 valid_1's auc: 0.900881 valid_1's binary_logloss: 0.406931
[7] valid_0's auc: 0.898689 valid_0's binary_logloss: 0.404436 valid_1's auc: 0.901422 valid_1's binary_logloss: 0.395411
[8] valid_0's auc: 0.89958 valid_0's binary_logloss: 0.394345 valid_1's auc: 0.902597 valid_1's binary_logloss: 0.385225
[9] valid_0's auc: 0.90032 valid_0's binary_logloss: 0.385639 valid_1's auc: 0.902948 valid_1's binary_logloss: 0.376863
[10] valid_0's auc: 0.901296 valid_0's binary_logloss: 0.378042 valid_1's auc: 0.903458 valid_1's binary_logloss: 0.369727
[11] valid_0's auc: 0.902004 valid_0's binary_logloss: 0.371306 valid_1's auc: 0.903438 valid_1's binary_logloss: 0.363518
[12] valid_0's auc: 0.902758 valid_0's binary_logloss: 0.365335 valid_1's auc: 0.903948 valid_1's binary_logloss: 0.357923
[13] valid_0's auc: 0.903856 valid_0's binary_logloss: 0.360044 valid_1's auc: 0.904456 valid_1's binary_logloss: 0.353137
[14] valid_0's auc: 0.904376 valid_0's binary_logloss: 0.355393 valid_1's auc: 0.904877 valid_1's binary_logloss: 0.348708
[15] valid_0's auc: 0.905155 valid_0's binary_logloss: 0.351161 valid_1's auc: 0.905329 valid_1's binary_logloss: 0.345105
[16] valid_0's auc: 0.905871 valid_0's binary_logloss: 0.347288 valid_1's auc: 0.906045 valid_1's binary_logloss: 0.341559
[17] valid_0's auc: 0.90683 valid_0's binary_logloss: 0.343704 valid_1's auc: 0.906619 valid_1's binary_logloss: 0.338621
[18] valid_0's auc: 0.90744 valid_0's binary_logloss: 0.340595 valid_1's auc: 0.906705 valid_1's binary_logloss: 0.336005
[19] valid_0's auc: 0.908245 valid_0's binary_logloss: 0.337639 valid_1's auc: 0.906863 valid_1's binary_logloss: 0.333835
[20] valid_0's auc: 0.908769 valid_0's binary_logloss: 0.335121 valid_1's auc: 0.906857 valid_1's binary_logloss: 0.332
[21] valid_0's auc: 0.909625 valid_0's binary_logloss: 0.332551 valid_1's auc: 0.90714 valid_1's binary_logloss: 0.330061
[22] valid_0's auc: 0.910309 valid_0's binary_logloss: 0.330205 valid_1's auc: 0.907145 valid_1's binary_logloss: 0.328665
[23] valid_0's auc: 0.910705 valid_0's binary_logloss: 0.32828 valid_1's auc: 0.907384 valid_1's binary_logloss: 0.327131
[24] valid_0's auc: 0.911353 valid_0's binary_logloss: 0.326248 valid_1's auc: 0.907499 valid_1's binary_logloss: 0.325824
[25] valid_0's auc: 0.911836 valid_0's binary_logloss: 0.324481 valid_1's auc: 0.907622 valid_1's binary_logloss: 0.324565
[26] valid_0's auc: 0.912375 valid_0's binary_logloss: 0.322757 valid_1's auc: 0.90783 valid_1's binary_logloss: 0.323442
[27] valid_0's auc: 0.912924 valid_0's binary_logloss: 0.321099 valid_1's auc: 0.907874 valid_1's binary_logloss: 0.322676
[28] valid_0's auc: 0.91347 valid_0's binary_logloss: 0.319577 valid_1's auc: 0.907899 valid_1's binary_logloss: 0.321985
[29] valid_0's auc: 0.913958 valid_0's binary_logloss: 0.31821 valid_1's auc: 0.908024 valid_1's binary_logloss: 0.321209
[30] valid_0's auc: 0.91443 valid_0's binary_logloss: 0.316943 valid_1's auc: 0.908232 valid_1's binary_logloss: 0.320596
[31] valid_0's auc: 0.914903 valid_0's binary_logloss: 0.315637 valid_1's auc: 0.90834 valid_1's binary_logloss: 0.319943
[32] valid_0's auc: 0.915384 valid_0's binary_logloss: 0.314384 valid_1's auc: 0.908601 valid_1's binary_logloss: 0.3192
[33] valid_0's auc: 0.915879 valid_0's binary_logloss: 0.313183 valid_1's auc: 0.908755 valid_1's binary_logloss: 0.3187
[34] valid_0's auc: 0.916305 valid_0's binary_logloss: 0.312159 valid_1's auc: 0.908582 valid_1's binary_logloss: 0.318644
[35] valid_0's auc: 0.916796 valid_0's binary_logloss: 0.311066 valid_1's auc: 0.908637 valid_1's binary_logloss: 0.318277
[36] valid_0's auc: 0.917228 valid_0's binary_logloss: 0.310009 valid_1's auc: 0.908673 valid_1's binary_logloss: 0.317932
[37] valid_0's auc: 0.917693 valid_0's binary_logloss: 0.309012 valid_1's auc: 0.908599 valid_1's binary_logloss: 0.317805
[38] valid_0's auc: 0.918077 valid_0's binary_logloss: 0.3081 valid_1's auc: 0.908552 valid_1's binary_logloss: 0.317626
[39] valid_0's auc: 0.918494 valid_0's binary_logloss: 0.307161 valid_1's auc: 0.908505 valid_1's binary_logloss: 0.317462
[40] valid_0's auc: 0.918873 valid_0's binary_logloss: 0.306342 valid_1's auc: 0.908445 valid_1's binary_logloss: 0.317409
[41] valid_0's auc: 0.919317 valid_0's binary_logloss: 0.305478 valid_1's auc: 0.908498 valid_1's binary_logloss: 0.317195
[42] valid_0's auc: 0.91965 valid_0's binary_logloss: 0.30475 valid_1's auc: 0.908487 valid_1's binary_logloss: 0.317133
[43] valid_0's auc: 0.920116 valid_0's binary_logloss: 0.303866 valid_1's auc: 0.908577 valid_1's binary_logloss: 0.316906
[44] valid_0's auc: 0.920516 valid_0's binary_logloss: 0.303054 valid_1's auc: 0.908687 valid_1's binary_logloss: 0.316662
[45] valid_0's auc: 0.920884 valid_0's binary_logloss: 0.302318 valid_1's auc: 0.90864 valid_1's binary_logloss: 0.316669
[46] valid_0's auc: 0.921198 valid_0's binary_logloss: 0.301623 valid_1's auc: 0.90866 valid_1's binary_logloss: 0.316548
[47] valid_0's auc: 0.921574 valid_0's binary_logloss: 0.300925 valid_1's auc: 0.908568 valid_1's binary_logloss: 0.316636
[48] valid_0's auc: 0.92195 valid_0's binary_logloss: 0.300223 valid_1's auc: 0.908527 valid_1's binary_logloss: 0.31662
[49] valid_0's auc: 0.922292 valid_0's binary_logloss: 0.299574 valid_1's auc: 0.908485 valid_1's binary_logloss: 0.316606
[50] valid_0's auc: 0.922599 valid_0's binary_logloss: 0.298975 valid_1's auc: 0.908336 valid_1's binary_logloss: 0.316756
[51] valid_0's auc: 0.922904 valid_0's binary_logloss: 0.298393 valid_1's auc: 0.908268 valid_1's binary_logloss: 0.316796
[52] valid_0's auc: 0.923173 valid_0's binary_logloss: 0.297868 valid_1's auc: 0.908223 valid_1's binary_logloss: 0.316831
[53] valid_0's auc: 0.923494 valid_0's binary_logloss: 0.297269 valid_1's auc: 0.908369 valid_1's binary_logloss: 0.316578
[54] valid_0's auc: 0.923776 valid_0's binary_logloss: 0.296719 valid_1's auc: 0.908342 valid_1's binary_logloss: 0.316604
[55] valid_0's auc: 0.924074 valid_0's binary_logloss: 0.296172 valid_1's auc: 0.908279 valid_1's binary_logloss: 0.316695
[56] valid_0's auc: 0.924404 valid_0's binary_logloss: 0.295522 valid_1's auc: 0.908107 valid_1's binary_logloss: 0.316946
[57] valid_0's auc: 0.924636 valid_0's binary_logloss: 0.295046 valid_1's auc: 0.907951 valid_1's binary_logloss: 0.317125
[58] valid_0's auc: 0.924956 valid_0's binary_logloss: 0.29449 valid_1's auc: 0.907876 valid_1's binary_logloss: 0.317248
[59] valid_0's auc: 0.925277 valid_0's binary_logloss: 0.293933 valid_1's auc: 0.907847 valid_1's binary_logloss: 0.317275
[60] valid_0's auc: 0.925582 valid_0's binary_logloss: 0.293352 valid_1's auc: 0.90788 valid_1's binary_logloss: 0.317224
[61] valid_0's auc: 0.925932 valid_0's binary_logloss: 0.292664 valid_1's auc: 0.907804 valid_1's binary_logloss: 0.317283
[62] valid_0's auc: 0.926218 valid_0's binary_logloss: 0.292181 valid_1's auc: 0.907688 valid_1's binary_logloss: 0.317483
[63] valid_0's auc: 0.926535 valid_0's binary_logloss: 0.291632 valid_1's auc: 0.907716 valid_1's binary_logloss: 0.317408
[64] valid_0's auc: 0.926836 valid_0's binary_logloss: 0.291102 valid_1's auc: 0.907587 valid_1's binary_logloss: 0.317652
[65] valid_0's auc: 0.927096 valid_0's binary_logloss: 0.290613 valid_1's auc: 0.907418 valid_1's binary_logloss: 0.317955
[66] valid_0's auc: 0.927366 valid_0's binary_logloss: 0.290133 valid_1's auc: 0.907262 valid_1's binary_logloss: 0.318164
[67] valid_0's auc: 0.927637 valid_0's binary_logloss: 0.289646 valid_1's auc: 0.907153 valid_1's binary_logloss: 0.318378
[68] valid_0's auc: 0.927977 valid_0's binary_logloss: 0.289063 valid_1's auc: 0.907238 valid_1's binary_logloss: 0.318297
[69] valid_0's auc: 0.928214 valid_0's binary_logloss: 0.288657 valid_1's auc: 0.907058 valid_1's binary_logloss: 0.318544
[70] valid_0's auc: 0.928511 valid_0's binary_logloss: 0.288107 valid_1's auc: 0.907062 valid_1's binary_logloss: 0.318522
[71] valid_0's auc: 0.928789 valid_0's binary_logloss: 0.287604 valid_1's auc: 0.907083 valid_1's binary_logloss: 0.318488
[72] valid_0's auc: 0.929052 valid_0's binary_logloss: 0.28715 valid_1's auc: 0.907062 valid_1's binary_logloss: 0.31854
[73] valid_0's auc: 0.929319 valid_0's binary_logloss: 0.286661 valid_1's auc: 0.906949 valid_1's binary_logloss: 0.318797
[74] valid_0's auc: 0.929563 valid_0's binary_logloss: 0.286196 valid_1's auc: 0.906901 valid_1's binary_logloss: 0.318853
[75] valid_0's auc: 0.929889 valid_0's binary_logloss: 0.285631 valid_1's auc: 0.906947 valid_1's binary_logloss: 0.318743
[76] valid_0's auc: 0.930216 valid_0's binary_logloss: 0.285076 valid_1's auc: 0.906948 valid_1's binary_logloss: 0.318746
[77] valid_0's auc: 0.930476 valid_0's binary_logloss: 0.284605 valid_1's auc: 0.906829 valid_1's binary_logloss: 0.31894
[78] valid_0's auc: 0.930737 valid_0's binary_logloss: 0.284159 valid_1's auc: 0.906662 valid_1's binary_logloss: 0.319251
[79] valid_0's auc: 0.931012 valid_0's binary_logloss: 0.283689 valid_1's auc: 0.906611 valid_1's binary_logloss: 0.319318
[80] valid_0's auc: 0.931224 valid_0's binary_logloss: 0.283324 valid_1's auc: 0.906605 valid_1's binary_logloss: 0.319411
[81] valid_0's auc: 0.931426 valid_0's binary_logloss: 0.282919 valid_1's auc: 0.906538 valid_1's binary_logloss: 0.319531
[82] valid_0's auc: 0.93168 valid_0's binary_logloss: 0.282495 valid_1's auc: 0.906572 valid_1's binary_logloss: 0.31954
[83] valid_0's auc: 0.931906 valid_0's binary_logloss: 0.282067 valid_1's auc: 0.906576 valid_1's binary_logloss: 0.319515
[84] valid_0's auc: 0.932209 valid_0's binary_logloss: 0.281589 valid_1's auc: 0.906471 valid_1's binary_logloss: 0.319707
[85] valid_0's auc: 0.932458 valid_0's binary_logloss: 0.281136 valid_1's auc: 0.906493 valid_1's binary_logloss: 0.319683
[86] valid_0's auc: 0.93267 valid_0's binary_logloss: 0.280763 valid_1's auc: 0.906514 valid_1's binary_logloss: 0.319621
[87] valid_0's auc: 0.932985 valid_0's binary_logloss: 0.280229 valid_1's auc: 0.906398 valid_1's binary_logloss: 0.319778
[88] valid_0's auc: 0.933221 valid_0's binary_logloss: 0.279814 valid_1's auc: 0.906386 valid_1's binary_logloss: 0.319862
[89] valid_0's auc: 0.933444 valid_0's binary_logloss: 0.279428 valid_1's auc: 0.906342 valid_1's binary_logloss: 0.319928
[90] valid_0's auc: 0.933666 valid_0's binary_logloss: 0.279032 valid_1's auc: 0.906244 valid_1's binary_logloss: 0.320102
[91] valid_0's auc: 0.933882 valid_0's binary_logloss: 0.278644 valid_1's auc: 0.906239 valid_1's binary_logloss: 0.320146
[92] valid_0's auc: 0.934078 valid_0's binary_logloss: 0.278276 valid_1's auc: 0.906142 valid_1's binary_logloss: 0.320347
[93] valid_0's auc: 0.934326 valid_0's binary_logloss: 0.277813 valid_1's auc: 0.906138 valid_1's binary_logloss: 0.320289
[94] valid_0's auc: 0.934562 valid_0's binary_logloss: 0.277381 valid_1's auc: 0.906055 valid_1's binary_logloss: 0.32045
[95] valid_0's auc: 0.93478 valid_0's binary_logloss: 0.277 valid_1's auc: 0.905984 valid_1's binary_logloss: 0.320563
[96] valid_0's auc: 0.935037 valid_0's binary_logloss: 0.276554 valid_1's auc: 0.905974 valid_1's binary_logloss: 0.320604
[97] valid_0's auc: 0.93525 valid_0's binary_logloss: 0.276191 valid_1's auc: 0.90585 valid_1's binary_logloss: 0.320774
[98] valid_0's auc: 0.93544 valid_0's binary_logloss: 0.275846 valid_1's auc: 0.905856 valid_1's binary_logloss: 0.320788
[99] valid_0's auc: 0.935664 valid_0's binary_logloss: 0.275423 valid_1's auc: 0.90585 valid_1's binary_logloss: 0.320846
[100] valid_0's auc: 0.93587 valid_0's binary_logloss: 0.275066 valid_1's auc: 0.905818 valid_1's binary_logloss: 0.320927
[101] valid_0's auc: 0.936045 valid_0's binary_logloss: 0.274777 valid_1's auc: 0.905741 valid_1's binary_logloss: 0.321073
[102] valid_0's auc: 0.936217 valid_0's binary_logloss: 0.274461 valid_1's auc: 0.905696 valid_1's binary_logloss: 0.321136
[103] valid_0's auc: 0.936379 valid_0's binary_logloss: 0.274141 valid_1's auc: 0.905712 valid_1's binary_logloss: 0.321133
[104] valid_0's auc: 0.936625 valid_0's binary_logloss: 0.273748 valid_1's auc: 0.905711 valid_1's binary_logloss: 0.321145
[105] valid_0's auc: 0.936834 valid_0's binary_logloss: 0.273334 valid_1's auc: 0.905695 valid_1's binary_logloss: 0.321218
[106] valid_0's auc: 0.936996 valid_0's binary_logloss: 0.273053 valid_1's auc: 0.905661 valid_1's binary_logloss: 0.321309
[107] valid_0's auc: 0.937146 valid_0's binary_logloss: 0.272786 valid_1's auc: 0.905607 valid_1's binary_logloss: 0.32144
[108] valid_0's auc: 0.937399 valid_0's binary_logloss: 0.272323 valid_1's auc: 0.905645 valid_1's binary_logloss: 0.321355
[109] valid_0's auc: 0.937668 valid_0's binary_logloss: 0.271874 valid_1's auc: 0.905537 valid_1's binary_logloss: 0.321551
[110] valid_0's auc: 0.937873 valid_0's binary_logloss: 0.271538 valid_1's auc: 0.905392 valid_1's binary_logloss: 0.321796
[111] valid_0's auc: 0.938162 valid_0's binary_logloss: 0.271044 valid_1's auc: 0.905453 valid_1's binary_logloss: 0.321749
[112] valid_0's auc: 0.938408 valid_0's binary_logloss: 0.270629 valid_1's auc: 0.905507 valid_1's binary_logloss: 0.321649
[113] valid_0's auc: 0.93858 valid_0's binary_logloss: 0.27034 valid_1's auc: 0.905508 valid_1's binary_logloss: 0.321659
[114] valid_0's auc: 0.938733 valid_0's binary_logloss: 0.270037 valid_1's auc: 0.905462 valid_1's binary_logloss: 0.321751
[115] valid_0's auc: 0.938926 valid_0's binary_logloss: 0.26969 valid_1's auc: 0.905421 valid_1's binary_logloss: 0.321861
[116] valid_0's auc: 0.939101 valid_0's binary_logloss: 0.269373 valid_1's auc: 0.905387 valid_1's binary_logloss: 0.321903
[117] valid_0's auc: 0.939349 valid_0's binary_logloss: 0.268959 valid_1's auc: 0.905167 valid_1's binary_logloss: 0.322256
[118] valid_0's auc: 0.939564 valid_0's binary_logloss: 0.268578 valid_1's auc: 0.905152 valid_1's binary_logloss: 0.322298
[119] valid_0's auc: 0.939749 valid_0's binary_logloss: 0.268242 valid_1's auc: 0.90517 valid_1's binary_logloss: 0.32232
[120] valid_0's auc: 0.939982 valid_0's binary_logloss: 0.267842 valid_1's auc: 0.90523 valid_1's binary_logloss: 0.322213
[121] valid_0's auc: 0.940148 valid_0's binary_logloss: 0.267552 valid_1's auc: 0.905209 valid_1's binary_logloss: 0.322289
[122] valid_0's auc: 0.940343 valid_0's binary_logloss: 0.267223 valid_1's auc: 0.905217 valid_1's binary_logloss: 0.322327
[123] valid_0's auc: 0.940529 valid_0's binary_logloss: 0.266871 valid_1's auc: 0.905176 valid_1's binary_logloss: 0.322456
[124] valid_0's auc: 0.940696 valid_0's binary_logloss: 0.266544 valid_1's auc: 0.905121 valid_1's binary_logloss: 0.322519
[125] valid_0's auc: 0.94087 valid_0's binary_logloss: 0.2662 valid_1's auc: 0.905049 valid_1's binary_logloss: 0.322668
[126] valid_0's auc: 0.941112 valid_0's binary_logloss: 0.265797 valid_1's auc: 0.905067 valid_1's binary_logloss: 0.322684
[127] valid_0's auc: 0.94129 valid_0's binary_logloss: 0.265464 valid_1's auc: 0.905059 valid_1's binary_logloss: 0.322706
[128] valid_0's auc: 0.941503 valid_0's binary_logloss: 0.265081 valid_1's auc: 0.90501 valid_1's binary_logloss: 0.322848
[129] valid_0's auc: 0.941689 valid_0's binary_logloss: 0.264742 valid_1's auc: 0.904905 valid_1's binary_logloss: 0.323085
[130] valid_0's auc: 0.941937 valid_0's binary_logloss: 0.264306 valid_1's auc: 0.90485 valid_1's binary_logloss: 0.323194
[131] valid_0's auc: 0.942166 valid_0's binary_logloss: 0.263906 valid_1's auc: 0.904765 valid_1's binary_logloss: 0.323363
[132] valid_0's auc: 0.942275 valid_0's binary_logloss: 0.263689 valid_1's auc: 0.904797 valid_1's binary_logloss: 0.323366
[133] valid_0's auc: 0.94244 valid_0's binary_logloss: 0.263377 valid_1's auc: 0.904695 valid_1's binary_logloss: 0.323558
Early stopping, best iteration is:
[33] valid_0's auc: 0.915879 valid_0's binary_logloss: 0.313183 valid_1's auc: 0.908755 valid_1's binary_logloss: 0.3187
[1] valid_0's auc: 0.887983 valid_0's binary_logloss: 0.517034 valid_1's auc: 0.891755 valid_1's binary_logloss: 0.508452
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.89066 valid_0's binary_logloss: 0.488464 valid_1's auc: 0.89629 valid_1's binary_logloss: 0.478946
[3] valid_0's auc: 0.891984 valid_0's binary_logloss: 0.465365 valid_1's auc: 0.897538 valid_1's binary_logloss: 0.455741
[4] valid_0's auc: 0.896159 valid_0's binary_logloss: 0.446069 valid_1's auc: 0.901608 valid_1's binary_logloss: 0.43617
[5] valid_0's auc: 0.896836 valid_0's binary_logloss: 0.43022 valid_1's auc: 0.902385 valid_1's binary_logloss: 0.420003
[6] valid_0's auc: 0.897532 valid_0's binary_logloss: 0.416675 valid_1's auc: 0.902107 valid_1's binary_logloss: 0.406595
[7] valid_0's auc: 0.898859 valid_0's binary_logloss: 0.404875 valid_1's auc: 0.902903 valid_1's binary_logloss: 0.394907
[8] valid_0's auc: 0.899531 valid_0's binary_logloss: 0.394951 valid_1's auc: 0.903622 valid_1's binary_logloss: 0.384787
[9] valid_0's auc: 0.899803 valid_0's binary_logloss: 0.386385 valid_1's auc: 0.904479 valid_1's binary_logloss: 0.376169
[10] valid_0's auc: 0.90085 valid_0's binary_logloss: 0.378764 valid_1's auc: 0.904859 valid_1's binary_logloss: 0.369074
[11] valid_0's auc: 0.901544 valid_0's binary_logloss: 0.372015 valid_1's auc: 0.905244 valid_1's binary_logloss: 0.36246
[12] valid_0's auc: 0.902572 valid_0's binary_logloss: 0.366163 valid_1's auc: 0.905663 valid_1's binary_logloss: 0.356912
[13] valid_0's auc: 0.903409 valid_0's binary_logloss: 0.360834 valid_1's auc: 0.905934 valid_1's binary_logloss: 0.352169
[14] valid_0's auc: 0.904166 valid_0's binary_logloss: 0.356033 valid_1's auc: 0.906466 valid_1's binary_logloss: 0.347704
[15] valid_0's auc: 0.904991 valid_0's binary_logloss: 0.351586 valid_1's auc: 0.906652 valid_1's binary_logloss: 0.344065
[16] valid_0's auc: 0.905708 valid_0's binary_logloss: 0.347763 valid_1's auc: 0.907106 valid_1's binary_logloss: 0.340566
[17] valid_0's auc: 0.906237 valid_0's binary_logloss: 0.344327 valid_1's auc: 0.907197 valid_1's binary_logloss: 0.33777
[18] valid_0's auc: 0.907243 valid_0's binary_logloss: 0.34106 valid_1's auc: 0.907388 valid_1's binary_logloss: 0.335204
[19] valid_0's auc: 0.907652 valid_0's binary_logloss: 0.338397 valid_1's auc: 0.90763 valid_1's binary_logloss: 0.332937
[20] valid_0's auc: 0.908388 valid_0's binary_logloss: 0.335673 valid_1's auc: 0.908 valid_1's binary_logloss: 0.330835
[21] valid_0's auc: 0.908972 valid_0's binary_logloss: 0.333258 valid_1's auc: 0.908301 valid_1's binary_logloss: 0.32899
[22] valid_0's auc: 0.909675 valid_0's binary_logloss: 0.330959 valid_1's auc: 0.908303 valid_1's binary_logloss: 0.327561
[23] valid_0's auc: 0.91047 valid_0's binary_logloss: 0.328639 valid_1's auc: 0.908497 valid_1's binary_logloss: 0.325982
[24] valid_0's auc: 0.911006 valid_0's binary_logloss: 0.326684 valid_1's auc: 0.908562 valid_1's binary_logloss: 0.32467
[25] valid_0's auc: 0.911567 valid_0's binary_logloss: 0.324816 valid_1's auc: 0.908557 valid_1's binary_logloss: 0.323689
[26] valid_0's auc: 0.912039 valid_0's binary_logloss: 0.323142 valid_1's auc: 0.908656 valid_1's binary_logloss: 0.322619
[27] valid_0's auc: 0.912588 valid_0's binary_logloss: 0.321545 valid_1's auc: 0.908832 valid_1's binary_logloss: 0.321518
[28] valid_0's auc: 0.912989 valid_0's binary_logloss: 0.320191 valid_1's auc: 0.908873 valid_1's binary_logloss: 0.320803
[29] valid_0's auc: 0.913483 valid_0's binary_logloss: 0.318816 valid_1's auc: 0.909126 valid_1's binary_logloss: 0.319937
[30] valid_0's auc: 0.913875 valid_0's binary_logloss: 0.317593 valid_1's auc: 0.909143 valid_1's binary_logloss: 0.319384
[31] valid_0's auc: 0.914309 valid_0's binary_logloss: 0.316371 valid_1's auc: 0.909192 valid_1's binary_logloss: 0.318816
[32] valid_0's auc: 0.914842 valid_0's binary_logloss: 0.315097 valid_1's auc: 0.909295 valid_1's binary_logloss: 0.318232
[33] valid_0's auc: 0.915354 valid_0's binary_logloss: 0.31381 valid_1's auc: 0.909416 valid_1's binary_logloss: 0.317664
[34] valid_0's auc: 0.915971 valid_0's binary_logloss: 0.312557 valid_1's auc: 0.909481 valid_1's binary_logloss: 0.317304
[35] valid_0's auc: 0.916312 valid_0's binary_logloss: 0.311576 valid_1's auc: 0.909609 valid_1's binary_logloss: 0.316742
[36] valid_0's auc: 0.916762 valid_0's binary_logloss: 0.310578 valid_1's auc: 0.909798 valid_1's binary_logloss: 0.316233
[37] valid_0's auc: 0.917132 valid_0's binary_logloss: 0.30965 valid_1's auc: 0.909847 valid_1's binary_logloss: 0.315945
[38] valid_0's auc: 0.917467 valid_0's binary_logloss: 0.308806 valid_1's auc: 0.909858 valid_1's binary_logloss: 0.315676
[39] valid_0's auc: 0.917923 valid_0's binary_logloss: 0.307864 valid_1's auc: 0.909957 valid_1's binary_logloss: 0.315347
[40] valid_0's auc: 0.918344 valid_0's binary_logloss: 0.306975 valid_1's auc: 0.909944 valid_1's binary_logloss: 0.315184
[41] valid_0's auc: 0.918811 valid_0's binary_logloss: 0.306025 valid_1's auc: 0.909935 valid_1's binary_logloss: 0.315006
[42] valid_0's auc: 0.919185 valid_0's binary_logloss: 0.305217 valid_1's auc: 0.909923 valid_1's binary_logloss: 0.314895
[43] valid_0's auc: 0.919624 valid_0's binary_logloss: 0.304381 valid_1's auc: 0.909934 valid_1's binary_logloss: 0.314779
[44] valid_0's auc: 0.919982 valid_0's binary_logloss: 0.303605 valid_1's auc: 0.910059 valid_1's binary_logloss: 0.314464
[45] valid_0's auc: 0.920274 valid_0's binary_logloss: 0.302982 valid_1's auc: 0.910127 valid_1's binary_logloss: 0.314187
[46] valid_0's auc: 0.920539 valid_0's binary_logloss: 0.302396 valid_1's auc: 0.910104 valid_1's binary_logloss: 0.314129
[47] valid_0's auc: 0.920885 valid_0's binary_logloss: 0.301721 valid_1's auc: 0.910042 valid_1's binary_logloss: 0.314131
[48] valid_0's auc: 0.921288 valid_0's binary_logloss: 0.300919 valid_1's auc: 0.910064 valid_1's binary_logloss: 0.314023
[49] valid_0's auc: 0.921685 valid_0's binary_logloss: 0.300189 valid_1's auc: 0.910161 valid_1's binary_logloss: 0.313855
[50] valid_0's auc: 0.921977 valid_0's binary_logloss: 0.299593 valid_1's auc: 0.910188 valid_1's binary_logloss: 0.3138
[51] valid_0's auc: 0.922289 valid_0's binary_logloss: 0.299026 valid_1's auc: 0.910113 valid_1's binary_logloss: 0.313817
[52] valid_0's auc: 0.922541 valid_0's binary_logloss: 0.298515 valid_1's auc: 0.91019 valid_1's binary_logloss: 0.313611
[53] valid_0's auc: 0.922822 valid_0's binary_logloss: 0.297975 valid_1's auc: 0.910053 valid_1's binary_logloss: 0.313776
[54] valid_0's auc: 0.923024 valid_0's binary_logloss: 0.297547 valid_1's auc: 0.910078 valid_1's binary_logloss: 0.3137
[55] valid_0's auc: 0.923286 valid_0's binary_logloss: 0.297035 valid_1's auc: 0.910107 valid_1's binary_logloss: 0.313666
[56] valid_0's auc: 0.923599 valid_0's binary_logloss: 0.29643 valid_1's auc: 0.910045 valid_1's binary_logloss: 0.313696
[57] valid_0's auc: 0.923915 valid_0's binary_logloss: 0.295903 valid_1's auc: 0.909854 valid_1's binary_logloss: 0.313887
[58] valid_0's auc: 0.924221 valid_0's binary_logloss: 0.295347 valid_1's auc: 0.909783 valid_1's binary_logloss: 0.313941
[59] valid_0's auc: 0.92458 valid_0's binary_logloss: 0.294734 valid_1's auc: 0.909757 valid_1's binary_logloss: 0.313976
[60] valid_0's auc: 0.924868 valid_0's binary_logloss: 0.294194 valid_1's auc: 0.90969 valid_1's binary_logloss: 0.314054
[61] valid_0's auc: 0.925202 valid_0's binary_logloss: 0.293691 valid_1's auc: 0.909588 valid_1's binary_logloss: 0.314267
[62] valid_0's auc: 0.925513 valid_0's binary_logloss: 0.293134 valid_1's auc: 0.909501 valid_1's binary_logloss: 0.314356
[63] valid_0's auc: 0.925752 valid_0's binary_logloss: 0.292702 valid_1's auc: 0.909354 valid_1's binary_logloss: 0.314538
[64] valid_0's auc: 0.925984 valid_0's binary_logloss: 0.292237 valid_1's auc: 0.909211 valid_1's binary_logloss: 0.314724
[65] valid_0's auc: 0.926274 valid_0's binary_logloss: 0.291762 valid_1's auc: 0.909081 valid_1's binary_logloss: 0.314921
[66] valid_0's auc: 0.926506 valid_0's binary_logloss: 0.291293 valid_1's auc: 0.909022 valid_1's binary_logloss: 0.315021
[67] valid_0's auc: 0.926802 valid_0's binary_logloss: 0.290795 valid_1's auc: 0.908855 valid_1's binary_logloss: 0.315257
[68] valid_0's auc: 0.926995 valid_0's binary_logloss: 0.290429 valid_1's auc: 0.908743 valid_1's binary_logloss: 0.315451
[69] valid_0's auc: 0.927255 valid_0's binary_logloss: 0.289987 valid_1's auc: 0.908613 valid_1's binary_logloss: 0.315651
[70] valid_0's auc: 0.927499 valid_0's binary_logloss: 0.289546 valid_1's auc: 0.908549 valid_1's binary_logloss: 0.315769
[71] valid_0's auc: 0.927742 valid_0's binary_logloss: 0.289136 valid_1's auc: 0.908488 valid_1's binary_logloss: 0.315846
[72] valid_0's auc: 0.92803 valid_0's binary_logloss: 0.288629 valid_1's auc: 0.908515 valid_1's binary_logloss: 0.315783
[73] valid_0's auc: 0.928358 valid_0's binary_logloss: 0.288108 valid_1's auc: 0.908425 valid_1's binary_logloss: 0.315935
[74] valid_0's auc: 0.928672 valid_0's binary_logloss: 0.287608 valid_1's auc: 0.908371 valid_1's binary_logloss: 0.316049
[75] valid_0's auc: 0.928888 valid_0's binary_logloss: 0.287201 valid_1's auc: 0.908467 valid_1's binary_logloss: 0.315869
[76] valid_0's auc: 0.92927 valid_0's binary_logloss: 0.286577 valid_1's auc: 0.908463 valid_1's binary_logloss: 0.31588
[77] valid_0's auc: 0.929557 valid_0's binary_logloss: 0.286144 valid_1's auc: 0.908364 valid_1's binary_logloss: 0.316003
[78] valid_0's auc: 0.92985 valid_0's binary_logloss: 0.285663 valid_1's auc: 0.90833 valid_1's binary_logloss: 0.316036
[79] valid_0's auc: 0.930083 valid_0's binary_logloss: 0.28523 valid_1's auc: 0.908294 valid_1's binary_logloss: 0.316102
[80] valid_0's auc: 0.930311 valid_0's binary_logloss: 0.284827 valid_1's auc: 0.908249 valid_1's binary_logloss: 0.316182
[81] valid_0's auc: 0.930551 valid_0's binary_logloss: 0.284413 valid_1's auc: 0.908237 valid_1's binary_logloss: 0.316263
[82] valid_0's auc: 0.930733 valid_0's binary_logloss: 0.284047 valid_1's auc: 0.908157 valid_1's binary_logloss: 0.316455
[83] valid_0's auc: 0.930994 valid_0's binary_logloss: 0.283621 valid_1's auc: 0.9081 valid_1's binary_logloss: 0.316557
[84] valid_0's auc: 0.931205 valid_0's binary_logloss: 0.283243 valid_1's auc: 0.908033 valid_1's binary_logloss: 0.316672
[85] valid_0's auc: 0.931499 valid_0's binary_logloss: 0.282728 valid_1's auc: 0.908036 valid_1's binary_logloss: 0.316673
[86] valid_0's auc: 0.931699 valid_0's binary_logloss: 0.282348 valid_1's auc: 0.90799 valid_1's binary_logloss: 0.31681
[87] valid_0's auc: 0.931942 valid_0's binary_logloss: 0.281864 valid_1's auc: 0.908032 valid_1's binary_logloss: 0.316738
[88] valid_0's auc: 0.932166 valid_0's binary_logloss: 0.281443 valid_1's auc: 0.907989 valid_1's binary_logloss: 0.316828
[89] valid_0's auc: 0.932366 valid_0's binary_logloss: 0.281085 valid_1's auc: 0.907987 valid_1's binary_logloss: 0.316836
[90] valid_0's auc: 0.932656 valid_0's binary_logloss: 0.280619 valid_1's auc: 0.907972 valid_1's binary_logloss: 0.316847
[91] valid_0's auc: 0.932905 valid_0's binary_logloss: 0.280234 valid_1's auc: 0.907902 valid_1's binary_logloss: 0.316907
[92] valid_0's auc: 0.933099 valid_0's binary_logloss: 0.279898 valid_1's auc: 0.90791 valid_1's binary_logloss: 0.31692
[93] valid_0's auc: 0.933327 valid_0's binary_logloss: 0.279525 valid_1's auc: 0.907824 valid_1's binary_logloss: 0.317075
[94] valid_0's auc: 0.933561 valid_0's binary_logloss: 0.279106 valid_1's auc: 0.907781 valid_1's binary_logloss: 0.317198
[95] valid_0's auc: 0.933759 valid_0's binary_logloss: 0.278767 valid_1's auc: 0.907776 valid_1's binary_logloss: 0.317202
[96] valid_0's auc: 0.934019 valid_0's binary_logloss: 0.278342 valid_1's auc: 0.907815 valid_1's binary_logloss: 0.31719
[97] valid_0's auc: 0.934224 valid_0's binary_logloss: 0.277961 valid_1's auc: 0.907824 valid_1's binary_logloss: 0.317212
[98] valid_0's auc: 0.934446 valid_0's binary_logloss: 0.277559 valid_1's auc: 0.907809 valid_1's binary_logloss: 0.317279
[99] valid_0's auc: 0.934644 valid_0's binary_logloss: 0.277217 valid_1's auc: 0.907725 valid_1's binary_logloss: 0.317418
[100] valid_0's auc: 0.934871 valid_0's binary_logloss: 0.276836 valid_1's auc: 0.907634 valid_1's binary_logloss: 0.317629
[101] valid_0's auc: 0.935086 valid_0's binary_logloss: 0.276476 valid_1's auc: 0.907515 valid_1's binary_logloss: 0.317831
[102] valid_0's auc: 0.935279 valid_0's binary_logloss: 0.276141 valid_1's auc: 0.907404 valid_1's binary_logloss: 0.318027
[103] valid_0's auc: 0.935472 valid_0's binary_logloss: 0.275783 valid_1's auc: 0.907314 valid_1's binary_logloss: 0.318221
[104] valid_0's auc: 0.93563 valid_0's binary_logloss: 0.275489 valid_1's auc: 0.907203 valid_1's binary_logloss: 0.318405
[105] valid_0's auc: 0.935793 valid_0's binary_logloss: 0.275148 valid_1's auc: 0.907146 valid_1's binary_logloss: 0.318543
[106] valid_0's auc: 0.936004 valid_0's binary_logloss: 0.274803 valid_1's auc: 0.907182 valid_1's binary_logloss: 0.318485
[107] valid_0's auc: 0.936191 valid_0's binary_logloss: 0.274476 valid_1's auc: 0.90712 valid_1's binary_logloss: 0.318635
[108] valid_0's auc: 0.936391 valid_0's binary_logloss: 0.27413 valid_1's auc: 0.90709 valid_1's binary_logloss: 0.318761
[109] valid_0's auc: 0.936653 valid_0's binary_logloss: 0.27368 valid_1's auc: 0.906937 valid_1's binary_logloss: 0.31906
[110] valid_0's auc: 0.936928 valid_0's binary_logloss: 0.273228 valid_1's auc: 0.906933 valid_1's binary_logloss: 0.319065
[111] valid_0's auc: 0.937121 valid_0's binary_logloss: 0.272903 valid_1's auc: 0.906868 valid_1's binary_logloss: 0.319174
[112] valid_0's auc: 0.937365 valid_0's binary_logloss: 0.272505 valid_1's auc: 0.906835 valid_1's binary_logloss: 0.319228
[113] valid_0's auc: 0.937533 valid_0's binary_logloss: 0.272191 valid_1's auc: 0.906793 valid_1's binary_logloss: 0.31931
[114] valid_0's auc: 0.937767 valid_0's binary_logloss: 0.271783 valid_1's auc: 0.906681 valid_1's binary_logloss: 0.319502
[115] valid_0's auc: 0.93798 valid_0's binary_logloss: 0.271401 valid_1's auc: 0.906652 valid_1's binary_logloss: 0.319567
[116] valid_0's auc: 0.938155 valid_0's binary_logloss: 0.271111 valid_1's auc: 0.906624 valid_1's binary_logloss: 0.319629
[117] valid_0's auc: 0.938397 valid_0's binary_logloss: 0.270719 valid_1's auc: 0.906698 valid_1's binary_logloss: 0.319521
[118] valid_0's auc: 0.938548 valid_0's binary_logloss: 0.270404 valid_1's auc: 0.90674 valid_1's binary_logloss: 0.319482
[119] valid_0's auc: 0.93874 valid_0's binary_logloss: 0.270057 valid_1's auc: 0.906734 valid_1's binary_logloss: 0.31953
[120] valid_0's auc: 0.938987 valid_0's binary_logloss: 0.269649 valid_1's auc: 0.906597 valid_1's binary_logloss: 0.319805
[121] valid_0's auc: 0.939129 valid_0's binary_logloss: 0.26937 valid_1's auc: 0.906581 valid_1's binary_logloss: 0.319901
[122] valid_0's auc: 0.939315 valid_0's binary_logloss: 0.269006 valid_1's auc: 0.906624 valid_1's binary_logloss: 0.319893
[123] valid_0's auc: 0.939443 valid_0's binary_logloss: 0.268753 valid_1's auc: 0.90651 valid_1's binary_logloss: 0.320144
[124] valid_0's auc: 0.939606 valid_0's binary_logloss: 0.268419 valid_1's auc: 0.906561 valid_1's binary_logloss: 0.320071
[125] valid_0's auc: 0.939788 valid_0's binary_logloss: 0.268089 valid_1's auc: 0.906616 valid_1's binary_logloss: 0.320088
[126] valid_0's auc: 0.939941 valid_0's binary_logloss: 0.267795 valid_1's auc: 0.906622 valid_1's binary_logloss: 0.320135
[127] valid_0's auc: 0.940169 valid_0's binary_logloss: 0.267365 valid_1's auc: 0.906579 valid_1's binary_logloss: 0.320254
[128] valid_0's auc: 0.940277 valid_0's binary_logloss: 0.267128 valid_1's auc: 0.906565 valid_1's binary_logloss: 0.320342
[129] valid_0's auc: 0.940457 valid_0's binary_logloss: 0.266809 valid_1's auc: 0.906544 valid_1's binary_logloss: 0.320434
[130] valid_0's auc: 0.94066 valid_0's binary_logloss: 0.266418 valid_1's auc: 0.906484 valid_1's binary_logloss: 0.320587
[131] valid_0's auc: 0.940815 valid_0's binary_logloss: 0.266143 valid_1's auc: 0.90647 valid_1's binary_logloss: 0.320657
[132] valid_0's auc: 0.940931 valid_0's binary_logloss: 0.26592 valid_1's auc: 0.906438 valid_1's binary_logloss: 0.320704
[133] valid_0's auc: 0.941143 valid_0's binary_logloss: 0.265556 valid_1's auc: 0.906309 valid_1's binary_logloss: 0.3209
[134] valid_0's auc: 0.941287 valid_0's binary_logloss: 0.265275 valid_1's auc: 0.906412 valid_1's binary_logloss: 0.320812
[135] valid_0's auc: 0.941466 valid_0's binary_logloss: 0.26494 valid_1's auc: 0.906203 valid_1's binary_logloss: 0.321193
[136] valid_0's auc: 0.941604 valid_0's binary_logloss: 0.264672 valid_1's auc: 0.906174 valid_1's binary_logloss: 0.321245
[137] valid_0's auc: 0.94182 valid_0's binary_logloss: 0.26432 valid_1's auc: 0.906018 valid_1's binary_logloss: 0.32151
[138] valid_0's auc: 0.94196 valid_0's binary_logloss: 0.264038 valid_1's auc: 0.905925 valid_1's binary_logloss: 0.321609
[139] valid_0's auc: 0.94213 valid_0's binary_logloss: 0.263743 valid_1's auc: 0.905936 valid_1's binary_logloss: 0.321641
[140] valid_0's auc: 0.942273 valid_0's binary_logloss: 0.263462 valid_1's auc: 0.905934 valid_1's binary_logloss: 0.321726
[141] valid_0's auc: 0.942418 valid_0's binary_logloss: 0.263207 valid_1's auc: 0.905948 valid_1's binary_logloss: 0.321718
[142] valid_0's auc: 0.942541 valid_0's binary_logloss: 0.262979 valid_1's auc: 0.905949 valid_1's binary_logloss: 0.321744
[143] valid_0's auc: 0.942702 valid_0's binary_logloss: 0.262686 valid_1's auc: 0.905857 valid_1's binary_logloss: 0.321916
[144] valid_0's auc: 0.942871 valid_0's binary_logloss: 0.26238 valid_1's auc: 0.905858 valid_1's binary_logloss: 0.321956
[145] valid_0's auc: 0.94303 valid_0's binary_logloss: 0.262047 valid_1's auc: 0.905853 valid_1's binary_logloss: 0.321925
[146] valid_0's auc: 0.943192 valid_0's binary_logloss: 0.261758 valid_1's auc: 0.905865 valid_1's binary_logloss: 0.322018
[147] valid_0's auc: 0.943327 valid_0's binary_logloss: 0.261482 valid_1's auc: 0.905834 valid_1's binary_logloss: 0.322122
[148] valid_0's auc: 0.943455 valid_0's binary_logloss: 0.261228 valid_1's auc: 0.905812 valid_1's binary_logloss: 0.322145
[149] valid_0's auc: 0.943598 valid_0's binary_logloss: 0.260969 valid_1's auc: 0.905716 valid_1's binary_logloss: 0.322296
[150] valid_0's auc: 0.943787 valid_0's binary_logloss: 0.26064 valid_1's auc: 0.905712 valid_1's binary_logloss: 0.322313
[151] valid_0's auc: 0.943937 valid_0's binary_logloss: 0.26036 valid_1's auc: 0.905646 valid_1's binary_logloss: 0.32245
[152] valid_0's auc: 0.944091 valid_0's binary_logloss: 0.260083 valid_1's auc: 0.905594 valid_1's binary_logloss: 0.322579
Early stopping, best iteration is:
[52] valid_0's auc: 0.922541 valid_0's binary_logloss: 0.298515 valid_1's auc: 0.91019 valid_1's binary_logloss: 0.313611
[1] valid_0's auc: 0.888249 valid_0's binary_logloss: 0.517487 valid_1's auc: 0.892473 valid_1's binary_logloss: 0.508682
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.8932 valid_0's binary_logloss: 0.488767 valid_1's auc: 0.898628 valid_1's binary_logloss: 0.47931
[3] valid_0's auc: 0.893892 valid_0's binary_logloss: 0.46573 valid_1's auc: 0.899079 valid_1's binary_logloss: 0.45581
[4] valid_0's auc: 0.895475 valid_0's binary_logloss: 0.446714 valid_1's auc: 0.900674 valid_1's binary_logloss: 0.436743
[5] valid_0's auc: 0.897074 valid_0's binary_logloss: 0.430337 valid_1's auc: 0.90173 valid_1's binary_logloss: 0.42032
[6] valid_0's auc: 0.898357 valid_0's binary_logloss: 0.416642 valid_1's auc: 0.902698 valid_1's binary_logloss: 0.406406
[7] valid_0's auc: 0.899307 valid_0's binary_logloss: 0.404911 valid_1's auc: 0.903472 valid_1's binary_logloss: 0.394687
[8] valid_0's auc: 0.900174 valid_0's binary_logloss: 0.394885 valid_1's auc: 0.904079 valid_1's binary_logloss: 0.384734
[9] valid_0's auc: 0.901445 valid_0's binary_logloss: 0.385831 valid_1's auc: 0.904686 valid_1's binary_logloss: 0.375986
[10] valid_0's auc: 0.901761 valid_0's binary_logloss: 0.378314 valid_1's auc: 0.905095 valid_1's binary_logloss: 0.368578
[11] valid_0's auc: 0.902733 valid_0's binary_logloss: 0.371404 valid_1's auc: 0.905468 valid_1's binary_logloss: 0.362191
[12] valid_0's auc: 0.903536 valid_0's binary_logloss: 0.365482 valid_1's auc: 0.9056 valid_1's binary_logloss: 0.356725
[13] valid_0's auc: 0.903939 valid_0's binary_logloss: 0.360327 valid_1's auc: 0.905926 valid_1's binary_logloss: 0.352125
[14] valid_0's auc: 0.905191 valid_0's binary_logloss: 0.355322 valid_1's auc: 0.906402 valid_1's binary_logloss: 0.347668
[15] valid_0's auc: 0.905928 valid_0's binary_logloss: 0.350984 valid_1's auc: 0.906828 valid_1's binary_logloss: 0.343872
[16] valid_0's auc: 0.906579 valid_0's binary_logloss: 0.347141 valid_1's auc: 0.907127 valid_1's binary_logloss: 0.340579
[17] valid_0's auc: 0.907267 valid_0's binary_logloss: 0.343682 valid_1's auc: 0.90761 valid_1's binary_logloss: 0.337531
[18] valid_0's auc: 0.907585 valid_0's binary_logloss: 0.340752 valid_1's auc: 0.907531 valid_1's binary_logloss: 0.335234
[19] valid_0's auc: 0.907981 valid_0's binary_logloss: 0.338032 valid_1's auc: 0.9076 valid_1's binary_logloss: 0.333033
[20] valid_0's auc: 0.908579 valid_0's binary_logloss: 0.335439 valid_1's auc: 0.907959 valid_1's binary_logloss: 0.330861
[21] valid_0's auc: 0.909224 valid_0's binary_logloss: 0.332941 valid_1's auc: 0.908048 valid_1's binary_logloss: 0.329012
[22] valid_0's auc: 0.909814 valid_0's binary_logloss: 0.330747 valid_1's auc: 0.908289 valid_1's binary_logloss: 0.327299
[23] valid_0's auc: 0.910367 valid_0's binary_logloss: 0.328736 valid_1's auc: 0.908495 valid_1's binary_logloss: 0.325822
[24] valid_0's auc: 0.910998 valid_0's binary_logloss: 0.326659 valid_1's auc: 0.908815 valid_1's binary_logloss: 0.324376
[25] valid_0's auc: 0.911591 valid_0's binary_logloss: 0.324721 valid_1's auc: 0.909054 valid_1's binary_logloss: 0.32308
[26] valid_0's auc: 0.912063 valid_0's binary_logloss: 0.323012 valid_1's auc: 0.90899 valid_1's binary_logloss: 0.322186
[27] valid_0's auc: 0.912484 valid_0's binary_logloss: 0.321575 valid_1's auc: 0.909058 valid_1's binary_logloss: 0.321378
[28] valid_0's auc: 0.912988 valid_0's binary_logloss: 0.320081 valid_1's auc: 0.90915 valid_1's binary_logloss: 0.320579
[29] valid_0's auc: 0.913467 valid_0's binary_logloss: 0.318722 valid_1's auc: 0.909227 valid_1's binary_logloss: 0.319887
[30] valid_0's auc: 0.91399 valid_0's binary_logloss: 0.317347 valid_1's auc: 0.909389 valid_1's binary_logloss: 0.319109
[31] valid_0's auc: 0.91451 valid_0's binary_logloss: 0.316022 valid_1's auc: 0.909505 valid_1's binary_logloss: 0.318472
[32] valid_0's auc: 0.915025 valid_0's binary_logloss: 0.314768 valid_1's auc: 0.909635 valid_1's binary_logloss: 0.317932
[33] valid_0's auc: 0.915492 valid_0's binary_logloss: 0.31362 valid_1's auc: 0.909783 valid_1's binary_logloss: 0.317396
[34] valid_0's auc: 0.91596 valid_0's binary_logloss: 0.312525 valid_1's auc: 0.909863 valid_1's binary_logloss: 0.316953
[35] valid_0's auc: 0.916329 valid_0's binary_logloss: 0.311549 valid_1's auc: 0.909848 valid_1's binary_logloss: 0.316623
[36] valid_0's auc: 0.916732 valid_0's binary_logloss: 0.31057 valid_1's auc: 0.909996 valid_1's binary_logloss: 0.316163
[37] valid_0's auc: 0.917177 valid_0's binary_logloss: 0.30959 valid_1's auc: 0.910027 valid_1's binary_logloss: 0.315878
[38] valid_0's auc: 0.917608 valid_0's binary_logloss: 0.30868 valid_1's auc: 0.909985 valid_1's binary_logloss: 0.315724
[39] valid_0's auc: 0.918043 valid_0's binary_logloss: 0.307749 valid_1's auc: 0.909963 valid_1's binary_logloss: 0.315561
[40] valid_0's auc: 0.918533 valid_0's binary_logloss: 0.306712 valid_1's auc: 0.909808 valid_1's binary_logloss: 0.315598
[41] valid_0's auc: 0.918897 valid_0's binary_logloss: 0.305891 valid_1's auc: 0.9098 valid_1's binary_logloss: 0.315512
[42] valid_0's auc: 0.919356 valid_0's binary_logloss: 0.30499 valid_1's auc: 0.90985 valid_1's binary_logloss: 0.315316
[43] valid_0's auc: 0.919642 valid_0's binary_logloss: 0.304318 valid_1's auc: 0.909983 valid_1's binary_logloss: 0.314974
[44] valid_0's auc: 0.919956 valid_0's binary_logloss: 0.303636 valid_1's auc: 0.909873 valid_1's binary_logloss: 0.315008
[45] valid_0's auc: 0.920353 valid_0's binary_logloss: 0.302856 valid_1's auc: 0.909891 valid_1's binary_logloss: 0.314825
[46] valid_0's auc: 0.920642 valid_0's binary_logloss: 0.302205 valid_1's auc: 0.909874 valid_1's binary_logloss: 0.314755
[47] valid_0's auc: 0.920954 valid_0's binary_logloss: 0.301597 valid_1's auc: 0.909939 valid_1's binary_logloss: 0.314549
[48] valid_0's auc: 0.921313 valid_0's binary_logloss: 0.300869 valid_1's auc: 0.910091 valid_1's binary_logloss: 0.314255
[49] valid_0's auc: 0.921603 valid_0's binary_logloss: 0.300313 valid_1's auc: 0.910099 valid_1's binary_logloss: 0.314128
[50] valid_0's auc: 0.921962 valid_0's binary_logloss: 0.299636 valid_1's auc: 0.91008 valid_1's binary_logloss: 0.314059
[51] valid_0's auc: 0.922354 valid_0's binary_logloss: 0.298955 valid_1's auc: 0.909955 valid_1's binary_logloss: 0.31414
[52] valid_0's auc: 0.922651 valid_0's binary_logloss: 0.298421 valid_1's auc: 0.909936 valid_1's binary_logloss: 0.314118
[53] valid_0's auc: 0.922888 valid_0's binary_logloss: 0.297889 valid_1's auc: 0.909984 valid_1's binary_logloss: 0.31396
[54] valid_0's auc: 0.923114 valid_0's binary_logloss: 0.297483 valid_1's auc: 0.909885 valid_1's binary_logloss: 0.314076
[55] valid_0's auc: 0.923502 valid_0's binary_logloss: 0.296859 valid_1's auc: 0.909875 valid_1's binary_logloss: 0.314015
[56] valid_0's auc: 0.923783 valid_0's binary_logloss: 0.296359 valid_1's auc: 0.909852 valid_1's binary_logloss: 0.313997
[57] valid_0's auc: 0.924115 valid_0's binary_logloss: 0.295771 valid_1's auc: 0.909733 valid_1's binary_logloss: 0.314065
[58] valid_0's auc: 0.924405 valid_0's binary_logloss: 0.29519 valid_1's auc: 0.909696 valid_1's binary_logloss: 0.314093
[59] valid_0's auc: 0.924766 valid_0's binary_logloss: 0.29456 valid_1's auc: 0.909534 valid_1's binary_logloss: 0.314286
[60] valid_0's auc: 0.925093 valid_0's binary_logloss: 0.293974 valid_1's auc: 0.909612 valid_1's binary_logloss: 0.314132
[61] valid_0's auc: 0.925373 valid_0's binary_logloss: 0.293449 valid_1's auc: 0.909622 valid_1's binary_logloss: 0.314146
[62] valid_0's auc: 0.925605 valid_0's binary_logloss: 0.293006 valid_1's auc: 0.909522 valid_1's binary_logloss: 0.314297
[63] valid_0's auc: 0.925955 valid_0's binary_logloss: 0.292423 valid_1's auc: 0.909516 valid_1's binary_logloss: 0.314312
[64] valid_0's auc: 0.926322 valid_0's binary_logloss: 0.291792 valid_1's auc: 0.909467 valid_1's binary_logloss: 0.314427
[65] valid_0's auc: 0.926646 valid_0's binary_logloss: 0.291225 valid_1's auc: 0.909607 valid_1's binary_logloss: 0.314161
[66] valid_0's auc: 0.926979 valid_0's binary_logloss: 0.290641 valid_1's auc: 0.909479 valid_1's binary_logloss: 0.314365
[67] valid_0's auc: 0.927286 valid_0's binary_logloss: 0.290135 valid_1's auc: 0.909532 valid_1's binary_logloss: 0.314266
[68] valid_0's auc: 0.927572 valid_0's binary_logloss: 0.289674 valid_1's auc: 0.909501 valid_1's binary_logloss: 0.314318
[69] valid_0's auc: 0.927887 valid_0's binary_logloss: 0.289159 valid_1's auc: 0.909494 valid_1's binary_logloss: 0.314294
[70] valid_0's auc: 0.928168 valid_0's binary_logloss: 0.288664 valid_1's auc: 0.909455 valid_1's binary_logloss: 0.314386
[71] valid_0's auc: 0.928416 valid_0's binary_logloss: 0.288244 valid_1's auc: 0.90943 valid_1's binary_logloss: 0.314417
[72] valid_0's auc: 0.928647 valid_0's binary_logloss: 0.287841 valid_1's auc: 0.909455 valid_1's binary_logloss: 0.314316
[73] valid_0's auc: 0.928899 valid_0's binary_logloss: 0.28739 valid_1's auc: 0.90939 valid_1's binary_logloss: 0.31438
[74] valid_0's auc: 0.929123 valid_0's binary_logloss: 0.286929 valid_1's auc: 0.909313 valid_1's binary_logloss: 0.314529
[75] valid_0's auc: 0.929313 valid_0's binary_logloss: 0.286574 valid_1's auc: 0.909183 valid_1's binary_logloss: 0.314724
[76] valid_0's auc: 0.929589 valid_0's binary_logloss: 0.286122 valid_1's auc: 0.909259 valid_1's binary_logloss: 0.314645
[77] valid_0's auc: 0.929911 valid_0's binary_logloss: 0.285585 valid_1's auc: 0.909283 valid_1's binary_logloss: 0.314668
[78] valid_0's auc: 0.930238 valid_0's binary_logloss: 0.284983 valid_1's auc: 0.909161 valid_1's binary_logloss: 0.314818
[79] valid_0's auc: 0.930456 valid_0's binary_logloss: 0.284605 valid_1's auc: 0.909098 valid_1's binary_logloss: 0.314946
[80] valid_0's auc: 0.930692 valid_0's binary_logloss: 0.284227 valid_1's auc: 0.909068 valid_1's binary_logloss: 0.314987
[81] valid_0's auc: 0.930953 valid_0's binary_logloss: 0.283839 valid_1's auc: 0.909057 valid_1's binary_logloss: 0.314989
[82] valid_0's auc: 0.931189 valid_0's binary_logloss: 0.283427 valid_1's auc: 0.909042 valid_1's binary_logloss: 0.314987
[83] valid_0's auc: 0.931412 valid_0's binary_logloss: 0.283015 valid_1's auc: 0.909046 valid_1's binary_logloss: 0.314993
[84] valid_0's auc: 0.931612 valid_0's binary_logloss: 0.282609 valid_1's auc: 0.908999 valid_1's binary_logloss: 0.315056
[85] valid_0's auc: 0.931926 valid_0's binary_logloss: 0.282069 valid_1's auc: 0.90894 valid_1's binary_logloss: 0.315245
[86] valid_0's auc: 0.932196 valid_0's binary_logloss: 0.281601 valid_1's auc: 0.909013 valid_1's binary_logloss: 0.315132
[87] valid_0's auc: 0.932384 valid_0's binary_logloss: 0.281237 valid_1's auc: 0.908925 valid_1's binary_logloss: 0.315259
[88] valid_0's auc: 0.932563 valid_0's binary_logloss: 0.280891 valid_1's auc: 0.908864 valid_1's binary_logloss: 0.315435
[89] valid_0's auc: 0.932784 valid_0's binary_logloss: 0.280502 valid_1's auc: 0.908805 valid_1's binary_logloss: 0.315602
[90] valid_0's auc: 0.933094 valid_0's binary_logloss: 0.279944 valid_1's auc: 0.908822 valid_1's binary_logloss: 0.315632
[91] valid_0's auc: 0.933414 valid_0's binary_logloss: 0.279407 valid_1's auc: 0.908841 valid_1's binary_logloss: 0.315551
[92] valid_0's auc: 0.9337 valid_0's binary_logloss: 0.278888 valid_1's auc: 0.908842 valid_1's binary_logloss: 0.315573
[93] valid_0's auc: 0.933934 valid_0's binary_logloss: 0.278476 valid_1's auc: 0.908746 valid_1's binary_logloss: 0.315768
[94] valid_0's auc: 0.934128 valid_0's binary_logloss: 0.278151 valid_1's auc: 0.908789 valid_1's binary_logloss: 0.3157
[95] valid_0's auc: 0.934422 valid_0's binary_logloss: 0.277684 valid_1's auc: 0.908853 valid_1's binary_logloss: 0.315626
[96] valid_0's auc: 0.93463 valid_0's binary_logloss: 0.277331 valid_1's auc: 0.908761 valid_1's binary_logloss: 0.315754
[97] valid_0's auc: 0.934849 valid_0's binary_logloss: 0.27698 valid_1's auc: 0.908643 valid_1's binary_logloss: 0.315958
[98] valid_0's auc: 0.93503 valid_0's binary_logloss: 0.27664 valid_1's auc: 0.908641 valid_1's binary_logloss: 0.315981
[99] valid_0's auc: 0.935229 valid_0's binary_logloss: 0.276282 valid_1's auc: 0.90861 valid_1's binary_logloss: 0.316069
[100] valid_0's auc: 0.935443 valid_0's binary_logloss: 0.275923 valid_1's auc: 0.908452 valid_1's binary_logloss: 0.316341
[101] valid_0's auc: 0.935664 valid_0's binary_logloss: 0.275532 valid_1's auc: 0.908381 valid_1's binary_logloss: 0.316502
[102] valid_0's auc: 0.935864 valid_0's binary_logloss: 0.275199 valid_1's auc: 0.908266 valid_1's binary_logloss: 0.316685
[103] valid_0's auc: 0.936067 valid_0's binary_logloss: 0.274853 valid_1's auc: 0.908237 valid_1's binary_logloss: 0.316763
[104] valid_0's auc: 0.936238 valid_0's binary_logloss: 0.274524 valid_1's auc: 0.908225 valid_1's binary_logloss: 0.316735
[105] valid_0's auc: 0.936465 valid_0's binary_logloss: 0.274122 valid_1's auc: 0.908206 valid_1's binary_logloss: 0.316803
[106] valid_0's auc: 0.93672 valid_0's binary_logloss: 0.27371 valid_1's auc: 0.908147 valid_1's binary_logloss: 0.316885
[107] valid_0's auc: 0.936991 valid_0's binary_logloss: 0.273246 valid_1's auc: 0.908135 valid_1's binary_logloss: 0.316985
[108] valid_0's auc: 0.937202 valid_0's binary_logloss: 0.272877 valid_1's auc: 0.908127 valid_1's binary_logloss: 0.316978
[109] valid_0's auc: 0.937417 valid_0's binary_logloss: 0.272449 valid_1's auc: 0.90804 valid_1's binary_logloss: 0.317113
[110] valid_0's auc: 0.937688 valid_0's binary_logloss: 0.27202 valid_1's auc: 0.908076 valid_1's binary_logloss: 0.317064
[111] valid_0's auc: 0.937919 valid_0's binary_logloss: 0.271627 valid_1's auc: 0.907931 valid_1's binary_logloss: 0.317262
[112] valid_0's auc: 0.938123 valid_0's binary_logloss: 0.271291 valid_1's auc: 0.907912 valid_1's binary_logloss: 0.317307
[113] valid_0's auc: 0.938332 valid_0's binary_logloss: 0.27093 valid_1's auc: 0.907863 valid_1's binary_logloss: 0.317425
[114] valid_0's auc: 0.938487 valid_0's binary_logloss: 0.27064 valid_1's auc: 0.90789 valid_1's binary_logloss: 0.317408
[115] valid_0's auc: 0.93863 valid_0's binary_logloss: 0.270362 valid_1's auc: 0.907824 valid_1's binary_logloss: 0.317554
[116] valid_0's auc: 0.938881 valid_0's binary_logloss: 0.269949 valid_1's auc: 0.90777 valid_1's binary_logloss: 0.317682
[117] valid_0's auc: 0.939069 valid_0's binary_logloss: 0.269617 valid_1's auc: 0.907703 valid_1's binary_logloss: 0.317753
[118] valid_0's auc: 0.939287 valid_0's binary_logloss: 0.269249 valid_1's auc: 0.907676 valid_1's binary_logloss: 0.317815
[119] valid_0's auc: 0.93949 valid_0's binary_logloss: 0.268874 valid_1's auc: 0.90763 valid_1's binary_logloss: 0.317948
[120] valid_0's auc: 0.939693 valid_0's binary_logloss: 0.268528 valid_1's auc: 0.907626 valid_1's binary_logloss: 0.317978
[121] valid_0's auc: 0.939924 valid_0's binary_logloss: 0.268147 valid_1's auc: 0.90759 valid_1's binary_logloss: 0.318096
[122] valid_0's auc: 0.940103 valid_0's binary_logloss: 0.267815 valid_1's auc: 0.907522 valid_1's binary_logloss: 0.318261
[123] valid_0's auc: 0.940249 valid_0's binary_logloss: 0.267532 valid_1's auc: 0.907409 valid_1's binary_logloss: 0.318474
[124] valid_0's auc: 0.940518 valid_0's binary_logloss: 0.267071 valid_1's auc: 0.90735 valid_1's binary_logloss: 0.318619
[125] valid_0's auc: 0.940714 valid_0's binary_logloss: 0.266708 valid_1's auc: 0.907272 valid_1's binary_logloss: 0.318723
[126] valid_0's auc: 0.940927 valid_0's binary_logloss: 0.266327 valid_1's auc: 0.907344 valid_1's binary_logloss: 0.318624
[127] valid_0's auc: 0.941139 valid_0's binary_logloss: 0.265982 valid_1's auc: 0.907264 valid_1's binary_logloss: 0.318776
[128] valid_0's auc: 0.941299 valid_0's binary_logloss: 0.265688 valid_1's auc: 0.907144 valid_1's binary_logloss: 0.318995
[129] valid_0's auc: 0.941427 valid_0's binary_logloss: 0.265455 valid_1's auc: 0.907082 valid_1's binary_logloss: 0.319109
[130] valid_0's auc: 0.941572 valid_0's binary_logloss: 0.26517 valid_1's auc: 0.906986 valid_1's binary_logloss: 0.319302
[131] valid_0's auc: 0.941737 valid_0's binary_logloss: 0.26486 valid_1's auc: 0.906834 valid_1's binary_logloss: 0.319542
[132] valid_0's auc: 0.941866 valid_0's binary_logloss: 0.264589 valid_1's auc: 0.906755 valid_1's binary_logloss: 0.319739
[133] valid_0's auc: 0.942026 valid_0's binary_logloss: 0.264307 valid_1's auc: 0.906645 valid_1's binary_logloss: 0.319946
[134] valid_0's auc: 0.942229 valid_0's binary_logloss: 0.263922 valid_1's auc: 0.906623 valid_1's binary_logloss: 0.32003
[135] valid_0's auc: 0.94233 valid_0's binary_logloss: 0.26371 valid_1's auc: 0.906602 valid_1's binary_logloss: 0.320154
[136] valid_0's auc: 0.942465 valid_0's binary_logloss: 0.263417 valid_1's auc: 0.906486 valid_1's binary_logloss: 0.320386
[137] valid_0's auc: 0.942665 valid_0's binary_logloss: 0.263056 valid_1's auc: 0.906468 valid_1's binary_logloss: 0.32047
[138] valid_0's auc: 0.942783 valid_0's binary_logloss: 0.262832 valid_1's auc: 0.906382 valid_1's binary_logloss: 0.320648
[139] valid_0's auc: 0.942916 valid_0's binary_logloss: 0.26256 valid_1's auc: 0.906411 valid_1's binary_logloss: 0.320636
[140] valid_0's auc: 0.943083 valid_0's binary_logloss: 0.262249 valid_1's auc: 0.906484 valid_1's binary_logloss: 0.320538
[141] valid_0's auc: 0.943276 valid_0's binary_logloss: 0.261894 valid_1's auc: 0.906459 valid_1's binary_logloss: 0.320551
[142] valid_0's auc: 0.943505 valid_0's binary_logloss: 0.261504 valid_1's auc: 0.90646 valid_1's binary_logloss: 0.320609
[143] valid_0's auc: 0.943705 valid_0's binary_logloss: 0.261135 valid_1's auc: 0.906486 valid_1's binary_logloss: 0.320639
[144] valid_0's auc: 0.943955 valid_0's binary_logloss: 0.260661 valid_1's auc: 0.906486 valid_1's binary_logloss: 0.320741
[145] valid_0's auc: 0.944104 valid_0's binary_logloss: 0.260371 valid_1's auc: 0.906478 valid_1's binary_logloss: 0.320844
[146] valid_0's auc: 0.944221 valid_0's binary_logloss: 0.260134 valid_1's auc: 0.906349 valid_1's binary_logloss: 0.321079
[147] valid_0's auc: 0.944388 valid_0's binary_logloss: 0.259839 valid_1's auc: 0.906298 valid_1's binary_logloss: 0.321143
[148] valid_0's auc: 0.944516 valid_0's binary_logloss: 0.259605 valid_1's auc: 0.906319 valid_1's binary_logloss: 0.321184
[149] valid_0's auc: 0.944756 valid_0's binary_logloss: 0.259183 valid_1's auc: 0.906118 valid_1's binary_logloss: 0.32151
Early stopping, best iteration is:
[49] valid_0's auc: 0.921603 valid_0's binary_logloss: 0.300313 valid_1's auc: 0.910099 valid_1's binary_logloss: 0.314128
[1] valid_0's auc: 0.888033 valid_0's binary_logloss: 0.517843 valid_1's auc: 0.894415 valid_1's binary_logloss: 0.508761
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.891314 valid_0's binary_logloss: 0.489285 valid_1's auc: 0.895027 valid_1's binary_logloss: 0.479894
[3] valid_0's auc: 0.894088 valid_0's binary_logloss: 0.465958 valid_1's auc: 0.896489 valid_1's binary_logloss: 0.456524
[4] valid_0's auc: 0.89488 valid_0's binary_logloss: 0.446911 valid_1's auc: 0.898262 valid_1's binary_logloss: 0.43713
[5] valid_0's auc: 0.896689 valid_0's binary_logloss: 0.430552 valid_1's auc: 0.899869 valid_1's binary_logloss: 0.420594
[6] valid_0's auc: 0.898013 valid_0's binary_logloss: 0.416849 valid_1's auc: 0.901707 valid_1's binary_logloss: 0.406699
[7] valid_0's auc: 0.898754 valid_0's binary_logloss: 0.405125 valid_1's auc: 0.90195 valid_1's binary_logloss: 0.395204
[8] valid_0's auc: 0.899284 valid_0's binary_logloss: 0.395187 valid_1's auc: 0.903018 valid_1's binary_logloss: 0.385059
[9] valid_0's auc: 0.90024 valid_0's binary_logloss: 0.386298 valid_1's auc: 0.903497 valid_1's binary_logloss: 0.376501
[10] valid_0's auc: 0.900834 valid_0's binary_logloss: 0.378777 valid_1's auc: 0.903423 valid_1's binary_logloss: 0.369439
[11] valid_0's auc: 0.901409 valid_0's binary_logloss: 0.372036 valid_1's auc: 0.903966 valid_1's binary_logloss: 0.362807
[12] valid_0's auc: 0.902026 valid_0's binary_logloss: 0.366154 valid_1's auc: 0.904417 valid_1's binary_logloss: 0.357196
[13] valid_0's auc: 0.903075 valid_0's binary_logloss: 0.360671 valid_1's auc: 0.905081 valid_1's binary_logloss: 0.352152
[14] valid_0's auc: 0.904113 valid_0's binary_logloss: 0.355876 valid_1's auc: 0.905772 valid_1's binary_logloss: 0.347773
[15] valid_0's auc: 0.904685 valid_0's binary_logloss: 0.351691 valid_1's auc: 0.905867 valid_1's binary_logloss: 0.344181
[16] valid_0's auc: 0.905378 valid_0's binary_logloss: 0.34781 valid_1's auc: 0.906444 valid_1's binary_logloss: 0.340635
[17] valid_0's auc: 0.905952 valid_0's binary_logloss: 0.344376 valid_1's auc: 0.906508 valid_1's binary_logloss: 0.337845
[18] valid_0's auc: 0.906788 valid_0's binary_logloss: 0.341233 valid_1's auc: 0.906935 valid_1's binary_logloss: 0.335275
[19] valid_0's auc: 0.907429 valid_0's binary_logloss: 0.33838 valid_1's auc: 0.906997 valid_1's binary_logloss: 0.333194
[20] valid_0's auc: 0.908014 valid_0's binary_logloss: 0.33582 valid_1's auc: 0.907552 valid_1's binary_logloss: 0.330977
[21] valid_0's auc: 0.908813 valid_0's binary_logloss: 0.333265 valid_1's auc: 0.907487 valid_1's binary_logloss: 0.329429
[22] valid_0's auc: 0.909387 valid_0's binary_logloss: 0.331028 valid_1's auc: 0.907688 valid_1's binary_logloss: 0.327796
[23] valid_0's auc: 0.910076 valid_0's binary_logloss: 0.328812 valid_1's auc: 0.907986 valid_1's binary_logloss: 0.326067
[24] valid_0's auc: 0.910742 valid_0's binary_logloss: 0.326687 valid_1's auc: 0.908032 valid_1's binary_logloss: 0.324823
[25] valid_0's auc: 0.911337 valid_0's binary_logloss: 0.324799 valid_1's auc: 0.908261 valid_1's binary_logloss: 0.323652
[26] valid_0's auc: 0.911971 valid_0's binary_logloss: 0.323012 valid_1's auc: 0.908609 valid_1's binary_logloss: 0.322287
[27] valid_0's auc: 0.912574 valid_0's binary_logloss: 0.321457 valid_1's auc: 0.908637 valid_1's binary_logloss: 0.321443
[28] valid_0's auc: 0.913166 valid_0's binary_logloss: 0.319892 valid_1's auc: 0.908754 valid_1's binary_logloss: 0.32056
[29] valid_0's auc: 0.913592 valid_0's binary_logloss: 0.318573 valid_1's auc: 0.908885 valid_1's binary_logloss: 0.319732
[30] valid_0's auc: 0.914047 valid_0's binary_logloss: 0.317297 valid_1's auc: 0.908941 valid_1's binary_logloss: 0.319094
[31] valid_0's auc: 0.914607 valid_0's binary_logloss: 0.31596 valid_1's auc: 0.909089 valid_1's binary_logloss: 0.318424
[32] valid_0's auc: 0.915222 valid_0's binary_logloss: 0.314541 valid_1's auc: 0.909135 valid_1's binary_logloss: 0.317919
[33] valid_0's auc: 0.915771 valid_0's binary_logloss: 0.313256 valid_1's auc: 0.909168 valid_1's binary_logloss: 0.317448
[34] valid_0's auc: 0.91618 valid_0's binary_logloss: 0.312226 valid_1's auc: 0.909277 valid_1's binary_logloss: 0.316931
[35] valid_0's auc: 0.916612 valid_0's binary_logloss: 0.311171 valid_1's auc: 0.90931 valid_1's binary_logloss: 0.316615
[36] valid_0's auc: 0.917002 valid_0's binary_logloss: 0.310229 valid_1's auc: 0.909347 valid_1's binary_logloss: 0.316384
[37] valid_0's auc: 0.917396 valid_0's binary_logloss: 0.309223 valid_1's auc: 0.909367 valid_1's binary_logloss: 0.31613
[38] valid_0's auc: 0.917777 valid_0's binary_logloss: 0.308376 valid_1's auc: 0.909443 valid_1's binary_logloss: 0.315751
[39] valid_0's auc: 0.918182 valid_0's binary_logloss: 0.307513 valid_1's auc: 0.909468 valid_1's binary_logloss: 0.315564
[40] valid_0's auc: 0.918592 valid_0's binary_logloss: 0.306601 valid_1's auc: 0.90954 valid_1's binary_logloss: 0.315221
[41] valid_0's auc: 0.919003 valid_0's binary_logloss: 0.305757 valid_1's auc: 0.909525 valid_1's binary_logloss: 0.315049
[42] valid_0's auc: 0.919316 valid_0's binary_logloss: 0.305064 valid_1's auc: 0.90958 valid_1's binary_logloss: 0.314864
[43] valid_0's auc: 0.919809 valid_0's binary_logloss: 0.304145 valid_1's auc: 0.909687 valid_1's binary_logloss: 0.314572
[44] valid_0's auc: 0.920209 valid_0's binary_logloss: 0.303334 valid_1's auc: 0.909828 valid_1's binary_logloss: 0.314251
[45] valid_0's auc: 0.920515 valid_0's binary_logloss: 0.302671 valid_1's auc: 0.909768 valid_1's binary_logloss: 0.314269
[46] valid_0's auc: 0.920904 valid_0's binary_logloss: 0.301937 valid_1's auc: 0.909801 valid_1's binary_logloss: 0.31413
[47] valid_0's auc: 0.921273 valid_0's binary_logloss: 0.301266 valid_1's auc: 0.909649 valid_1's binary_logloss: 0.314263
[48] valid_0's auc: 0.921625 valid_0's binary_logloss: 0.300526 valid_1's auc: 0.909504 valid_1's binary_logloss: 0.314354
[49] valid_0's auc: 0.922057 valid_0's binary_logloss: 0.299754 valid_1's auc: 0.909433 valid_1's binary_logloss: 0.314448
[50] valid_0's auc: 0.922407 valid_0's binary_logloss: 0.299108 valid_1's auc: 0.909556 valid_1's binary_logloss: 0.31423
[51] valid_0's auc: 0.922728 valid_0's binary_logloss: 0.298515 valid_1's auc: 0.909547 valid_1's binary_logloss: 0.314214
[52] valid_0's auc: 0.923006 valid_0's binary_logloss: 0.297973 valid_1's auc: 0.909549 valid_1's binary_logloss: 0.314095
[53] valid_0's auc: 0.923328 valid_0's binary_logloss: 0.297373 valid_1's auc: 0.909584 valid_1's binary_logloss: 0.314019
[54] valid_0's auc: 0.923665 valid_0's binary_logloss: 0.296779 valid_1's auc: 0.909503 valid_1's binary_logloss: 0.314095
[55] valid_0's auc: 0.923935 valid_0's binary_logloss: 0.296245 valid_1's auc: 0.909488 valid_1's binary_logloss: 0.314071
[56] valid_0's auc: 0.924281 valid_0's binary_logloss: 0.295635 valid_1's auc: 0.909434 valid_1's binary_logloss: 0.314146
[57] valid_0's auc: 0.924554 valid_0's binary_logloss: 0.295136 valid_1's auc: 0.909461 valid_1's binary_logloss: 0.314069
[58] valid_0's auc: 0.924807 valid_0's binary_logloss: 0.294614 valid_1's auc: 0.909411 valid_1's binary_logloss: 0.314154
[59] valid_0's auc: 0.925136 valid_0's binary_logloss: 0.294055 valid_1's auc: 0.909331 valid_1's binary_logloss: 0.314277
[60] valid_0's auc: 0.925349 valid_0's binary_logloss: 0.293631 valid_1's auc: 0.909325 valid_1's binary_logloss: 0.314298
[61] valid_0's auc: 0.925658 valid_0's binary_logloss: 0.29305 valid_1's auc: 0.909287 valid_1's binary_logloss: 0.314322
[62] valid_0's auc: 0.925915 valid_0's binary_logloss: 0.292583 valid_1's auc: 0.909368 valid_1's binary_logloss: 0.314219
[63] valid_0's auc: 0.926266 valid_0's binary_logloss: 0.291997 valid_1's auc: 0.909393 valid_1's binary_logloss: 0.314181
[64] valid_0's auc: 0.926557 valid_0's binary_logloss: 0.291526 valid_1's auc: 0.909259 valid_1's binary_logloss: 0.314404
[65] valid_0's auc: 0.926834 valid_0's binary_logloss: 0.291019 valid_1's auc: 0.909221 valid_1's binary_logloss: 0.314471
[66] valid_0's auc: 0.927155 valid_0's binary_logloss: 0.290427 valid_1's auc: 0.90911 valid_1's binary_logloss: 0.314647
[67] valid_0's auc: 0.927493 valid_0's binary_logloss: 0.289865 valid_1's auc: 0.909038 valid_1's binary_logloss: 0.314748
[68] valid_0's auc: 0.927797 valid_0's binary_logloss: 0.289324 valid_1's auc: 0.908946 valid_1's binary_logloss: 0.314827
[69] valid_0's auc: 0.928128 valid_0's binary_logloss: 0.288737 valid_1's auc: 0.908849 valid_1's binary_logloss: 0.314997
[70] valid_0's auc: 0.928421 valid_0's binary_logloss: 0.288215 valid_1's auc: 0.908649 valid_1's binary_logloss: 0.31532
[71] valid_0's auc: 0.928711 valid_0's binary_logloss: 0.287705 valid_1's auc: 0.908458 valid_1's binary_logloss: 0.315616
[72] valid_0's auc: 0.928993 valid_0's binary_logloss: 0.287209 valid_1's auc: 0.908269 valid_1's binary_logloss: 0.315912
[73] valid_0's auc: 0.929313 valid_0's binary_logloss: 0.28669 valid_1's auc: 0.908251 valid_1's binary_logloss: 0.315903
[74] valid_0's auc: 0.929609 valid_0's binary_logloss: 0.286148 valid_1's auc: 0.908328 valid_1's binary_logloss: 0.315829
[75] valid_0's auc: 0.929847 valid_0's binary_logloss: 0.285772 valid_1's auc: 0.908365 valid_1's binary_logloss: 0.315811
[76] valid_0's auc: 0.930103 valid_0's binary_logloss: 0.28531 valid_1's auc: 0.908384 valid_1's binary_logloss: 0.315751
[77] valid_0's auc: 0.930338 valid_0's binary_logloss: 0.284892 valid_1's auc: 0.908422 valid_1's binary_logloss: 0.315683
[78] valid_0's auc: 0.93053 valid_0's binary_logloss: 0.284544 valid_1's auc: 0.90827 valid_1's binary_logloss: 0.315915
[79] valid_0's auc: 0.930709 valid_0's binary_logloss: 0.284201 valid_1's auc: 0.908126 valid_1's binary_logloss: 0.316141
[80] valid_0's auc: 0.930914 valid_0's binary_logloss: 0.283809 valid_1's auc: 0.908032 valid_1's binary_logloss: 0.316304
[81] valid_0's auc: 0.9311 valid_0's binary_logloss: 0.283468 valid_1's auc: 0.907851 valid_1's binary_logloss: 0.316619
[82] valid_0's auc: 0.931387 valid_0's binary_logloss: 0.28298 valid_1's auc: 0.907839 valid_1's binary_logloss: 0.316697
[83] valid_0's auc: 0.931647 valid_0's binary_logloss: 0.282472 valid_1's auc: 0.907796 valid_1's binary_logloss: 0.316767
[84] valid_0's auc: 0.931951 valid_0's binary_logloss: 0.281939 valid_1's auc: 0.907726 valid_1's binary_logloss: 0.316869
[85] valid_0's auc: 0.932204 valid_0's binary_logloss: 0.281522 valid_1's auc: 0.9076 valid_1's binary_logloss: 0.317084
[86] valid_0's auc: 0.932444 valid_0's binary_logloss: 0.281106 valid_1's auc: 0.907519 valid_1's binary_logloss: 0.317278
[87] valid_0's auc: 0.932773 valid_0's binary_logloss: 0.280578 valid_1's auc: 0.907482 valid_1's binary_logloss: 0.317311
[88] valid_0's auc: 0.932944 valid_0's binary_logloss: 0.280262 valid_1's auc: 0.907451 valid_1's binary_logloss: 0.317371
[89] valid_0's auc: 0.933268 valid_0's binary_logloss: 0.279722 valid_1's auc: 0.907437 valid_1's binary_logloss: 0.317429
[90] valid_0's auc: 0.933578 valid_0's binary_logloss: 0.279235 valid_1's auc: 0.907348 valid_1's binary_logloss: 0.317581
[91] valid_0's auc: 0.933811 valid_0's binary_logloss: 0.27882 valid_1's auc: 0.907315 valid_1's binary_logloss: 0.317611
[92] valid_0's auc: 0.934056 valid_0's binary_logloss: 0.278433 valid_1's auc: 0.907133 valid_1's binary_logloss: 0.31794
[93] valid_0's auc: 0.93431 valid_0's binary_logloss: 0.277981 valid_1's auc: 0.907102 valid_1's binary_logloss: 0.318055
[94] valid_0's auc: 0.934536 valid_0's binary_logloss: 0.277576 valid_1's auc: 0.907082 valid_1's binary_logloss: 0.318089
[95] valid_0's auc: 0.934716 valid_0's binary_logloss: 0.277207 valid_1's auc: 0.906958 valid_1's binary_logloss: 0.318325
[96] valid_0's auc: 0.934963 valid_0's binary_logloss: 0.276777 valid_1's auc: 0.90679 valid_1's binary_logloss: 0.318619
[97] valid_0's auc: 0.935154 valid_0's binary_logloss: 0.27644 valid_1's auc: 0.906821 valid_1's binary_logloss: 0.318573
[98] valid_0's auc: 0.935331 valid_0's binary_logloss: 0.276092 valid_1's auc: 0.90682 valid_1's binary_logloss: 0.318596
[99] valid_0's auc: 0.935551 valid_0's binary_logloss: 0.275718 valid_1's auc: 0.906756 valid_1's binary_logloss: 0.318675
[100] valid_0's auc: 0.935703 valid_0's binary_logloss: 0.275432 valid_1's auc: 0.906713 valid_1's binary_logloss: 0.318756
[101] valid_0's auc: 0.935971 valid_0's binary_logloss: 0.274964 valid_1's auc: 0.906709 valid_1's binary_logloss: 0.318763
[102] valid_0's auc: 0.936122 valid_0's binary_logloss: 0.274672 valid_1's auc: 0.906708 valid_1's binary_logloss: 0.318826
[103] valid_0's auc: 0.936445 valid_0's binary_logloss: 0.274133 valid_1's auc: 0.906643 valid_1's binary_logloss: 0.318924
[104] valid_0's auc: 0.936552 valid_0's binary_logloss: 0.273882 valid_1's auc: 0.906559 valid_1's binary_logloss: 0.319105
[105] valid_0's auc: 0.936802 valid_0's binary_logloss: 0.273445 valid_1's auc: 0.906508 valid_1's binary_logloss: 0.319186
[106] valid_0's auc: 0.937097 valid_0's binary_logloss: 0.272911 valid_1's auc: 0.906528 valid_1's binary_logloss: 0.319203
[107] valid_0's auc: 0.937274 valid_0's binary_logloss: 0.272599 valid_1's auc: 0.906472 valid_1's binary_logloss: 0.319307
[108] valid_0's auc: 0.937507 valid_0's binary_logloss: 0.272183 valid_1's auc: 0.906424 valid_1's binary_logloss: 0.319428
[109] valid_0's auc: 0.937707 valid_0's binary_logloss: 0.271832 valid_1's auc: 0.906388 valid_1's binary_logloss: 0.31954
[110] valid_0's auc: 0.937923 valid_0's binary_logloss: 0.271456 valid_1's auc: 0.906391 valid_1's binary_logloss: 0.319552
[111] valid_0's auc: 0.938102 valid_0's binary_logloss: 0.271149 valid_1's auc: 0.906285 valid_1's binary_logloss: 0.319742
[112] valid_0's auc: 0.938209 valid_0's binary_logloss: 0.270949 valid_1's auc: 0.906234 valid_1's binary_logloss: 0.319862
[113] valid_0's auc: 0.93842 valid_0's binary_logloss: 0.270576 valid_1's auc: 0.906244 valid_1's binary_logloss: 0.319867
[114] valid_0's auc: 0.938569 valid_0's binary_logloss: 0.270294 valid_1's auc: 0.906278 valid_1's binary_logloss: 0.319839
[115] valid_0's auc: 0.938688 valid_0's binary_logloss: 0.270037 valid_1's auc: 0.906242 valid_1's binary_logloss: 0.319908
[116] valid_0's auc: 0.938896 valid_0's binary_logloss: 0.269652 valid_1's auc: 0.90611 valid_1's binary_logloss: 0.320203
[117] valid_0's auc: 0.939094 valid_0's binary_logloss: 0.269305 valid_1's auc: 0.906165 valid_1's binary_logloss: 0.320134
[118] valid_0's auc: 0.939305 valid_0's binary_logloss: 0.268941 valid_1's auc: 0.906116 valid_1's binary_logloss: 0.320222
[119] valid_0's auc: 0.939563 valid_0's binary_logloss: 0.268511 valid_1's auc: 0.906066 valid_1's binary_logloss: 0.320335
[120] valid_0's auc: 0.939736 valid_0's binary_logloss: 0.26819 valid_1's auc: 0.906008 valid_1's binary_logloss: 0.320452
[121] valid_0's auc: 0.94 valid_0's binary_logloss: 0.26772 valid_1's auc: 0.905934 valid_1's binary_logloss: 0.320571
[122] valid_0's auc: 0.94016 valid_0's binary_logloss: 0.267434 valid_1's auc: 0.905825 valid_1's binary_logloss: 0.320743
[123] valid_0's auc: 0.940332 valid_0's binary_logloss: 0.267127 valid_1's auc: 0.905755 valid_1's binary_logloss: 0.320953
[124] valid_0's auc: 0.940525 valid_0's binary_logloss: 0.266806 valid_1's auc: 0.905679 valid_1's binary_logloss: 0.32108
[125] valid_0's auc: 0.940715 valid_0's binary_logloss: 0.266472 valid_1's auc: 0.905571 valid_1's binary_logloss: 0.321309
[126] valid_0's auc: 0.940836 valid_0's binary_logloss: 0.266243 valid_1's auc: 0.905495 valid_1's binary_logloss: 0.321425
[127] valid_0's auc: 0.941064 valid_0's binary_logloss: 0.265856 valid_1's auc: 0.905434 valid_1's binary_logloss: 0.321532
[128] valid_0's auc: 0.941224 valid_0's binary_logloss: 0.265551 valid_1's auc: 0.905334 valid_1's binary_logloss: 0.321726
[129] valid_0's auc: 0.941359 valid_0's binary_logloss: 0.265285 valid_1's auc: 0.905325 valid_1's binary_logloss: 0.321762
[130] valid_0's auc: 0.941514 valid_0's binary_logloss: 0.264987 valid_1's auc: 0.905316 valid_1's binary_logloss: 0.321854
[131] valid_0's auc: 0.941738 valid_0's binary_logloss: 0.264522 valid_1's auc: 0.905137 valid_1's binary_logloss: 0.322147
[132] valid_0's auc: 0.94193 valid_0's binary_logloss: 0.264174 valid_1's auc: 0.905037 valid_1's binary_logloss: 0.322331
[133] valid_0's auc: 0.942074 valid_0's binary_logloss: 0.263901 valid_1's auc: 0.904998 valid_1's binary_logloss: 0.322416
[134] valid_0's auc: 0.942227 valid_0's binary_logloss: 0.263602 valid_1's auc: 0.90495 valid_1's binary_logloss: 0.322561
[135] valid_0's auc: 0.94233 valid_0's binary_logloss: 0.263395 valid_1's auc: 0.904897 valid_1's binary_logloss: 0.322654
[136] valid_0's auc: 0.942481 valid_0's binary_logloss: 0.263095 valid_1's auc: 0.904914 valid_1's binary_logloss: 0.322678
[137] valid_0's auc: 0.942574 valid_0's binary_logloss: 0.262914 valid_1's auc: 0.904842 valid_1's binary_logloss: 0.322822
[138] valid_0's auc: 0.942714 valid_0's binary_logloss: 0.262657 valid_1's auc: 0.904771 valid_1's binary_logloss: 0.322965
[139] valid_0's auc: 0.942802 valid_0's binary_logloss: 0.262495 valid_1's auc: 0.904759 valid_1's binary_logloss: 0.322993
[140] valid_0's auc: 0.94294 valid_0's binary_logloss: 0.262228 valid_1's auc: 0.904755 valid_1's binary_logloss: 0.322994
[141] valid_0's auc: 0.943106 valid_0's binary_logloss: 0.261955 valid_1's auc: 0.904734 valid_1's binary_logloss: 0.323056
[142] valid_0's auc: 0.943252 valid_0's binary_logloss: 0.261685 valid_1's auc: 0.90472 valid_1's binary_logloss: 0.323073
[143] valid_0's auc: 0.943421 valid_0's binary_logloss: 0.261357 valid_1's auc: 0.904722 valid_1's binary_logloss: 0.323114
[144] valid_0's auc: 0.943598 valid_0's binary_logloss: 0.261024 valid_1's auc: 0.904742 valid_1's binary_logloss: 0.323141
Early stopping, best iteration is:
[44] valid_0's auc: 0.920209 valid_0's binary_logloss: 0.303334 valid_1's auc: 0.909828 valid_1's binary_logloss: 0.314251
[1] valid_0's auc: 0.887858 valid_0's binary_logloss: 0.516982 valid_1's auc: 0.894799 valid_1's binary_logloss: 0.508124
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.89299 valid_0's binary_logloss: 0.488143 valid_1's auc: 0.899409 valid_1's binary_logloss: 0.478442
[3] valid_0's auc: 0.894141 valid_0's binary_logloss: 0.464911 valid_1's auc: 0.900492 valid_1's binary_logloss: 0.454848
[4] valid_0's auc: 0.89588 valid_0's binary_logloss: 0.445631 valid_1's auc: 0.9015 valid_1's binary_logloss: 0.435366
[5] valid_0's auc: 0.896282 valid_0's binary_logloss: 0.429671 valid_1's auc: 0.902121 valid_1's binary_logloss: 0.419464
[6] valid_0's auc: 0.897771 valid_0's binary_logloss: 0.415866 valid_1's auc: 0.903603 valid_1's binary_logloss: 0.405593
[7] valid_0's auc: 0.898298 valid_0's binary_logloss: 0.404446 valid_1's auc: 0.903454 valid_1's binary_logloss: 0.394188
[8] valid_0's auc: 0.899715 valid_0's binary_logloss: 0.394436 valid_1's auc: 0.904238 valid_1's binary_logloss: 0.384318
[9] valid_0's auc: 0.900608 valid_0's binary_logloss: 0.385658 valid_1's auc: 0.904344 valid_1's binary_logloss: 0.376143
[10] valid_0's auc: 0.901136 valid_0's binary_logloss: 0.3781 valid_1's auc: 0.904404 valid_1's binary_logloss: 0.369012
[11] valid_0's auc: 0.901863 valid_0's binary_logloss: 0.371331 valid_1's auc: 0.904849 valid_1's binary_logloss: 0.362564
[12] valid_0's auc: 0.902708 valid_0's binary_logloss: 0.365396 valid_1's auc: 0.9053 valid_1's binary_logloss: 0.356977
[13] valid_0's auc: 0.903652 valid_0's binary_logloss: 0.360065 valid_1's auc: 0.905847 valid_1's binary_logloss: 0.351861
[14] valid_0's auc: 0.904118 valid_0's binary_logloss: 0.355455 valid_1's auc: 0.905985 valid_1's binary_logloss: 0.347625
[15] valid_0's auc: 0.905174 valid_0's binary_logloss: 0.351053 valid_1's auc: 0.9063 valid_1's binary_logloss: 0.343845
[16] valid_0's auc: 0.905837 valid_0's binary_logloss: 0.347335 valid_1's auc: 0.906851 valid_1's binary_logloss: 0.340347
[17] valid_0's auc: 0.906471 valid_0's binary_logloss: 0.343917 valid_1's auc: 0.907365 valid_1's binary_logloss: 0.337309
[18] valid_0's auc: 0.907256 valid_0's binary_logloss: 0.340601 valid_1's auc: 0.907452 valid_1's binary_logloss: 0.334769
[19] valid_0's auc: 0.908235 valid_0's binary_logloss: 0.337502 valid_1's auc: 0.9078 valid_1's binary_logloss: 0.332421
[20] valid_0's auc: 0.908872 valid_0's binary_logloss: 0.334805 valid_1's auc: 0.908089 valid_1's binary_logloss: 0.330319
[21] valid_0's auc: 0.909594 valid_0's binary_logloss: 0.332301 valid_1's auc: 0.908017 valid_1's binary_logloss: 0.328702
[22] valid_0's auc: 0.910224 valid_0's binary_logloss: 0.329973 valid_1's auc: 0.908008 valid_1's binary_logloss: 0.32727
[23] valid_0's auc: 0.910747 valid_0's binary_logloss: 0.327887 valid_1's auc: 0.908244 valid_1's binary_logloss: 0.325638
[24] valid_0's auc: 0.911358 valid_0's binary_logloss: 0.325813 valid_1's auc: 0.908582 valid_1's binary_logloss: 0.32415
[25] valid_0's auc: 0.911934 valid_0's binary_logloss: 0.323984 valid_1's auc: 0.908846 valid_1's binary_logloss: 0.322893
[26] valid_0's auc: 0.912521 valid_0's binary_logloss: 0.322275 valid_1's auc: 0.908901 valid_1's binary_logloss: 0.321977
[27] valid_0's auc: 0.912976 valid_0's binary_logloss: 0.320789 valid_1's auc: 0.90911 valid_1's binary_logloss: 0.320969
[28] valid_0's auc: 0.913467 valid_0's binary_logloss: 0.319337 valid_1's auc: 0.909135 valid_1's binary_logloss: 0.320209
[29] valid_0's auc: 0.91389 valid_0's binary_logloss: 0.318008 valid_1's auc: 0.909267 valid_1's binary_logloss: 0.319489
[30] valid_0's auc: 0.914386 valid_0's binary_logloss: 0.316659 valid_1's auc: 0.90937 valid_1's binary_logloss: 0.318817
[31] valid_0's auc: 0.91489 valid_0's binary_logloss: 0.31542 valid_1's auc: 0.909339 valid_1's binary_logloss: 0.318459
[32] valid_0's auc: 0.915437 valid_0's binary_logloss: 0.314124 valid_1's auc: 0.909391 valid_1's binary_logloss: 0.31793
[33] valid_0's auc: 0.915858 valid_0's binary_logloss: 0.312972 valid_1's auc: 0.909363 valid_1's binary_logloss: 0.317511
[34] valid_0's auc: 0.91629 valid_0's binary_logloss: 0.311916 valid_1's auc: 0.909455 valid_1's binary_logloss: 0.317059
[35] valid_0's auc: 0.91669 valid_0's binary_logloss: 0.310951 valid_1's auc: 0.909558 valid_1's binary_logloss: 0.316719
[36] valid_0's auc: 0.917101 valid_0's binary_logloss: 0.309966 valid_1's auc: 0.909678 valid_1's binary_logloss: 0.316232
[37] valid_0's auc: 0.917539 valid_0's binary_logloss: 0.308975 valid_1's auc: 0.909739 valid_1's binary_logloss: 0.315892
[38] valid_0's auc: 0.917896 valid_0's binary_logloss: 0.308095 valid_1's auc: 0.909706 valid_1's binary_logloss: 0.315721
[39] valid_0's auc: 0.918278 valid_0's binary_logloss: 0.30725 valid_1's auc: 0.909698 valid_1's binary_logloss: 0.315512
[40] valid_0's auc: 0.918713 valid_0's binary_logloss: 0.306311 valid_1's auc: 0.909672 valid_1's binary_logloss: 0.315361
[41] valid_0's auc: 0.919118 valid_0's binary_logloss: 0.305472 valid_1's auc: 0.909665 valid_1's binary_logloss: 0.315161
[42] valid_0's auc: 0.919496 valid_0's binary_logloss: 0.304681 valid_1's auc: 0.909659 valid_1's binary_logloss: 0.315056
[43] valid_0's auc: 0.919897 valid_0's binary_logloss: 0.303848 valid_1's auc: 0.90978 valid_1's binary_logloss: 0.314764
[44] valid_0's auc: 0.920208 valid_0's binary_logloss: 0.303142 valid_1's auc: 0.909865 valid_1's binary_logloss: 0.314563
[45] valid_0's auc: 0.920584 valid_0's binary_logloss: 0.302337 valid_1's auc: 0.909965 valid_1's binary_logloss: 0.314285
[46] valid_0's auc: 0.920847 valid_0's binary_logloss: 0.301757 valid_1's auc: 0.909803 valid_1's binary_logloss: 0.314436
[47] valid_0's auc: 0.921232 valid_0's binary_logloss: 0.301022 valid_1's auc: 0.909838 valid_1's binary_logloss: 0.314278
[48] valid_0's auc: 0.921591 valid_0's binary_logloss: 0.300325 valid_1's auc: 0.910059 valid_1's binary_logloss: 0.313965
[49] valid_0's auc: 0.921906 valid_0's binary_logloss: 0.299717 valid_1's auc: 0.909965 valid_1's binary_logloss: 0.314039
[50] valid_0's auc: 0.922223 valid_0's binary_logloss: 0.29908 valid_1's auc: 0.910008 valid_1's binary_logloss: 0.313998
[51] valid_0's auc: 0.922437 valid_0's binary_logloss: 0.298624 valid_1's auc: 0.910057 valid_1's binary_logloss: 0.313852
[52] valid_0's auc: 0.922748 valid_0's binary_logloss: 0.29801 valid_1's auc: 0.910051 valid_1's binary_logloss: 0.31389
[53] valid_0's auc: 0.923108 valid_0's binary_logloss: 0.297392 valid_1's auc: 0.910117 valid_1's binary_logloss: 0.313776
[54] valid_0's auc: 0.923461 valid_0's binary_logloss: 0.29669 valid_1's auc: 0.910151 valid_1's binary_logloss: 0.313701
[55] valid_0's auc: 0.923771 valid_0's binary_logloss: 0.29611 valid_1's auc: 0.910133 valid_1's binary_logloss: 0.313685
[56] valid_0's auc: 0.924143 valid_0's binary_logloss: 0.295489 valid_1's auc: 0.910108 valid_1's binary_logloss: 0.313653
[57] valid_0's auc: 0.924412 valid_0's binary_logloss: 0.294953 valid_1's auc: 0.910025 valid_1's binary_logloss: 0.313777
[58] valid_0's auc: 0.924675 valid_0's binary_logloss: 0.294422 valid_1's auc: 0.910004 valid_1's binary_logloss: 0.313838
[59] valid_0's auc: 0.925033 valid_0's binary_logloss: 0.293831 valid_1's auc: 0.909969 valid_1's binary_logloss: 0.313818
[60] valid_0's auc: 0.92533 valid_0's binary_logloss: 0.29332 valid_1's auc: 0.909916 valid_1's binary_logloss: 0.313849
[61] valid_0's auc: 0.92563 valid_0's binary_logloss: 0.292811 valid_1's auc: 0.909975 valid_1's binary_logloss: 0.313774
[62] valid_0's auc: 0.925959 valid_0's binary_logloss: 0.292263 valid_1's auc: 0.909875 valid_1's binary_logloss: 0.313907
[63] valid_0's auc: 0.92625 valid_0's binary_logloss: 0.291763 valid_1's auc: 0.909735 valid_1's binary_logloss: 0.314072
[64] valid_0's auc: 0.926615 valid_0's binary_logloss: 0.291124 valid_1's auc: 0.909831 valid_1's binary_logloss: 0.314019
[65] valid_0's auc: 0.9269 valid_0's binary_logloss: 0.290634 valid_1's auc: 0.909712 valid_1's binary_logloss: 0.31417
[66] valid_0's auc: 0.927176 valid_0's binary_logloss: 0.290144 valid_1's auc: 0.909653 valid_1's binary_logloss: 0.314297
[67] valid_0's auc: 0.927475 valid_0's binary_logloss: 0.289601 valid_1's auc: 0.909627 valid_1's binary_logloss: 0.314297
[68] valid_0's auc: 0.927737 valid_0's binary_logloss: 0.289128 valid_1's auc: 0.909567 valid_1's binary_logloss: 0.314381
[69] valid_0's auc: 0.927992 valid_0's binary_logloss: 0.288703 valid_1's auc: 0.909555 valid_1's binary_logloss: 0.314401
[70] valid_0's auc: 0.928289 valid_0's binary_logloss: 0.288195 valid_1's auc: 0.909541 valid_1's binary_logloss: 0.314416
[71] valid_0's auc: 0.928536 valid_0's binary_logloss: 0.287792 valid_1's auc: 0.909553 valid_1's binary_logloss: 0.31446
[72] valid_0's auc: 0.928762 valid_0's binary_logloss: 0.287342 valid_1's auc: 0.909443 valid_1's binary_logloss: 0.314597
[73] valid_0's auc: 0.928952 valid_0's binary_logloss: 0.287026 valid_1's auc: 0.909376 valid_1's binary_logloss: 0.314723
[74] valid_0's auc: 0.929177 valid_0's binary_logloss: 0.286609 valid_1's auc: 0.90947 valid_1's binary_logloss: 0.314605
[75] valid_0's auc: 0.929403 valid_0's binary_logloss: 0.286186 valid_1's auc: 0.909439 valid_1's binary_logloss: 0.314555
[76] valid_0's auc: 0.92966 valid_0's binary_logloss: 0.285743 valid_1's auc: 0.909286 valid_1's binary_logloss: 0.314761
[77] valid_0's auc: 0.929892 valid_0's binary_logloss: 0.285335 valid_1's auc: 0.909177 valid_1's binary_logloss: 0.314973
[78] valid_0's auc: 0.930102 valid_0's binary_logloss: 0.284942 valid_1's auc: 0.909238 valid_1's binary_logloss: 0.314816
[79] valid_0's auc: 0.930359 valid_0's binary_logloss: 0.28449 valid_1's auc: 0.909314 valid_1's binary_logloss: 0.314745
[80] valid_0's auc: 0.930605 valid_0's binary_logloss: 0.284043 valid_1's auc: 0.909319 valid_1's binary_logloss: 0.314764
[81] valid_0's auc: 0.930858 valid_0's binary_logloss: 0.283639 valid_1's auc: 0.909251 valid_1's binary_logloss: 0.314894
[82] valid_0's auc: 0.93109 valid_0's binary_logloss: 0.283259 valid_1's auc: 0.909192 valid_1's binary_logloss: 0.315016
[83] valid_0's auc: 0.931288 valid_0's binary_logloss: 0.282907 valid_1's auc: 0.909177 valid_1's binary_logloss: 0.315086
[84] valid_0's auc: 0.931528 valid_0's binary_logloss: 0.282472 valid_1's auc: 0.909101 valid_1's binary_logloss: 0.315203
[85] valid_0's auc: 0.931882 valid_0's binary_logloss: 0.281893 valid_1's auc: 0.90901 valid_1's binary_logloss: 0.315411
[86] valid_0's auc: 0.932096 valid_0's binary_logloss: 0.281512 valid_1's auc: 0.908926 valid_1's binary_logloss: 0.315512
[87] valid_0's auc: 0.932312 valid_0's binary_logloss: 0.281144 valid_1's auc: 0.90896 valid_1's binary_logloss: 0.315451
[88] valid_0's auc: 0.932578 valid_0's binary_logloss: 0.280703 valid_1's auc: 0.908807 valid_1's binary_logloss: 0.315679
[89] valid_0's auc: 0.932796 valid_0's binary_logloss: 0.280304 valid_1's auc: 0.908747 valid_1's binary_logloss: 0.315858
[90] valid_0's auc: 0.933043 valid_0's binary_logloss: 0.279893 valid_1's auc: 0.908682 valid_1's binary_logloss: 0.315979
[91] valid_0's auc: 0.933249 valid_0's binary_logloss: 0.279505 valid_1's auc: 0.908706 valid_1's binary_logloss: 0.316005
[92] valid_0's auc: 0.933471 valid_0's binary_logloss: 0.279112 valid_1's auc: 0.908613 valid_1's binary_logloss: 0.316205
[93] valid_0's auc: 0.933674 valid_0's binary_logloss: 0.278766 valid_1's auc: 0.908529 valid_1's binary_logloss: 0.316364
[94] valid_0's auc: 0.93394 valid_0's binary_logloss: 0.278338 valid_1's auc: 0.908547 valid_1's binary_logloss: 0.316338
[95] valid_0's auc: 0.934207 valid_0's binary_logloss: 0.277905 valid_1's auc: 0.908537 valid_1's binary_logloss: 0.316385
[96] valid_0's auc: 0.934451 valid_0's binary_logloss: 0.277514 valid_1's auc: 0.908539 valid_1's binary_logloss: 0.316357
[97] valid_0's auc: 0.934682 valid_0's binary_logloss: 0.277104 valid_1's auc: 0.908538 valid_1's binary_logloss: 0.316353
[98] valid_0's auc: 0.934874 valid_0's binary_logloss: 0.276757 valid_1's auc: 0.908432 valid_1's binary_logloss: 0.316542
[99] valid_0's auc: 0.935147 valid_0's binary_logloss: 0.276294 valid_1's auc: 0.908382 valid_1's binary_logloss: 0.316668
[100] valid_0's auc: 0.935354 valid_0's binary_logloss: 0.275957 valid_1's auc: 0.908369 valid_1's binary_logloss: 0.316684
[101] valid_0's auc: 0.935573 valid_0's binary_logloss: 0.275569 valid_1's auc: 0.908346 valid_1's binary_logloss: 0.316747
[102] valid_0's auc: 0.935877 valid_0's binary_logloss: 0.275109 valid_1's auc: 0.908237 valid_1's binary_logloss: 0.316928
[103] valid_0's auc: 0.936071 valid_0's binary_logloss: 0.274759 valid_1's auc: 0.908149 valid_1's binary_logloss: 0.317081
[104] valid_0's auc: 0.936236 valid_0's binary_logloss: 0.27443 valid_1's auc: 0.908112 valid_1's binary_logloss: 0.317146
[105] valid_0's auc: 0.936516 valid_0's binary_logloss: 0.273983 valid_1's auc: 0.908063 valid_1's binary_logloss: 0.317268
[106] valid_0's auc: 0.936685 valid_0's binary_logloss: 0.273696 valid_1's auc: 0.908046 valid_1's binary_logloss: 0.317344
[107] valid_0's auc: 0.936861 valid_0's binary_logloss: 0.273377 valid_1's auc: 0.907985 valid_1's binary_logloss: 0.317433
[108] valid_0's auc: 0.937086 valid_0's binary_logloss: 0.272946 valid_1's auc: 0.907984 valid_1's binary_logloss: 0.317504
[109] valid_0's auc: 0.937219 valid_0's binary_logloss: 0.272681 valid_1's auc: 0.907932 valid_1's binary_logloss: 0.317572
[110] valid_0's auc: 0.937446 valid_0's binary_logloss: 0.272298 valid_1's auc: 0.908085 valid_1's binary_logloss: 0.317359
[111] valid_0's auc: 0.93767 valid_0's binary_logloss: 0.271916 valid_1's auc: 0.908054 valid_1's binary_logloss: 0.317448
[112] valid_0's auc: 0.93786 valid_0's binary_logloss: 0.271547 valid_1's auc: 0.908056 valid_1's binary_logloss: 0.317463
[113] valid_0's auc: 0.938059 valid_0's binary_logloss: 0.271195 valid_1's auc: 0.907988 valid_1's binary_logloss: 0.317603
[114] valid_0's auc: 0.938328 valid_0's binary_logloss: 0.270765 valid_1's auc: 0.908062 valid_1's binary_logloss: 0.317511
[115] valid_0's auc: 0.938482 valid_0's binary_logloss: 0.27045 valid_1's auc: 0.907971 valid_1's binary_logloss: 0.317708
[116] valid_0's auc: 0.938641 valid_0's binary_logloss: 0.270165 valid_1's auc: 0.908024 valid_1's binary_logloss: 0.317638
[117] valid_0's auc: 0.93882 valid_0's binary_logloss: 0.269833 valid_1's auc: 0.907872 valid_1's binary_logloss: 0.317913
[118] valid_0's auc: 0.939016 valid_0's binary_logloss: 0.269483 valid_1's auc: 0.907823 valid_1's binary_logloss: 0.318012
[119] valid_0's auc: 0.93915 valid_0's binary_logloss: 0.269227 valid_1's auc: 0.907886 valid_1's binary_logloss: 0.31793
[120] valid_0's auc: 0.939398 valid_0's binary_logloss: 0.268788 valid_1's auc: 0.907903 valid_1's binary_logloss: 0.317935
[121] valid_0's auc: 0.939622 valid_0's binary_logloss: 0.268419 valid_1's auc: 0.907859 valid_1's binary_logloss: 0.318049
[122] valid_0's auc: 0.939807 valid_0's binary_logloss: 0.268083 valid_1's auc: 0.907712 valid_1's binary_logloss: 0.31831
[123] valid_0's auc: 0.940023 valid_0's binary_logloss: 0.267743 valid_1's auc: 0.907647 valid_1's binary_logloss: 0.318431
[124] valid_0's auc: 0.940253 valid_0's binary_logloss: 0.267345 valid_1's auc: 0.90768 valid_1's binary_logloss: 0.318389
[125] valid_0's auc: 0.940481 valid_0's binary_logloss: 0.266924 valid_1's auc: 0.907582 valid_1's binary_logloss: 0.318566
[126] valid_0's auc: 0.940765 valid_0's binary_logloss: 0.266447 valid_1's auc: 0.90748 valid_1's binary_logloss: 0.318789
[127] valid_0's auc: 0.940918 valid_0's binary_logloss: 0.266162 valid_1's auc: 0.907377 valid_1's binary_logloss: 0.318996
[128] valid_0's auc: 0.94106 valid_0's binary_logloss: 0.265904 valid_1's auc: 0.907299 valid_1's binary_logloss: 0.31911
[129] valid_0's auc: 0.941259 valid_0's binary_logloss: 0.265552 valid_1's auc: 0.907239 valid_1's binary_logloss: 0.319229
[130] valid_0's auc: 0.941426 valid_0's binary_logloss: 0.265265 valid_1's auc: 0.907212 valid_1's binary_logloss: 0.319355
[131] valid_0's auc: 0.941635 valid_0's binary_logloss: 0.264882 valid_1's auc: 0.907119 valid_1's binary_logloss: 0.319548
[132] valid_0's auc: 0.941824 valid_0's binary_logloss: 0.264546 valid_1's auc: 0.907 valid_1's binary_logloss: 0.31971
[133] valid_0's auc: 0.941995 valid_0's binary_logloss: 0.264228 valid_1's auc: 0.907065 valid_1's binary_logloss: 0.319602
[134] valid_0's auc: 0.942206 valid_0's binary_logloss: 0.263852 valid_1's auc: 0.907003 valid_1's binary_logloss: 0.319761
[135] valid_0's auc: 0.942405 valid_0's binary_logloss: 0.263498 valid_1's auc: 0.90687 valid_1's binary_logloss: 0.319971
[136] valid_0's auc: 0.942579 valid_0's binary_logloss: 0.263178 valid_1's auc: 0.906824 valid_1's binary_logloss: 0.320108
[137] valid_0's auc: 0.942714 valid_0's binary_logloss: 0.262896 valid_1's auc: 0.906812 valid_1's binary_logloss: 0.320178
[138] valid_0's auc: 0.942912 valid_0's binary_logloss: 0.262558 valid_1's auc: 0.906727 valid_1's binary_logloss: 0.320392
[139] valid_0's auc: 0.943087 valid_0's binary_logloss: 0.262212 valid_1's auc: 0.90667 valid_1's binary_logloss: 0.320541
[140] valid_0's auc: 0.943238 valid_0's binary_logloss: 0.26193 valid_1's auc: 0.906599 valid_1's binary_logloss: 0.320653
[141] valid_0's auc: 0.943367 valid_0's binary_logloss: 0.261682 valid_1's auc: 0.906569 valid_1's binary_logloss: 0.32071
[142] valid_0's auc: 0.943503 valid_0's binary_logloss: 0.26142 valid_1's auc: 0.906493 valid_1's binary_logloss: 0.320854
[143] valid_0's auc: 0.94366 valid_0's binary_logloss: 0.261129 valid_1's auc: 0.906485 valid_1's binary_logloss: 0.320922
[144] valid_0's auc: 0.943837 valid_0's binary_logloss: 0.260813 valid_1's auc: 0.9065 valid_1's binary_logloss: 0.320924
[145] valid_0's auc: 0.944012 valid_0's binary_logloss: 0.260511 valid_1's auc: 0.906538 valid_1's binary_logloss: 0.320913
[146] valid_0's auc: 0.944149 valid_0's binary_logloss: 0.260234 valid_1's auc: 0.90648 valid_1's binary_logloss: 0.321018
[147] valid_0's auc: 0.944309 valid_0's binary_logloss: 0.259952 valid_1's auc: 0.90644 valid_1's binary_logloss: 0.321111
[148] valid_0's auc: 0.944464 valid_0's binary_logloss: 0.259657 valid_1's auc: 0.906347 valid_1's binary_logloss: 0.321293
[149] valid_0's auc: 0.944624 valid_0's binary_logloss: 0.259346 valid_1's auc: 0.906303 valid_1's binary_logloss: 0.321377
[150] valid_0's auc: 0.944761 valid_0's binary_logloss: 0.259101 valid_1's auc: 0.906255 valid_1's binary_logloss: 0.321474
[151] valid_0's auc: 0.944956 valid_0's binary_logloss: 0.258766 valid_1's auc: 0.906216 valid_1's binary_logloss: 0.321581
[152] valid_0's auc: 0.945089 valid_0's binary_logloss: 0.258515 valid_1's auc: 0.906178 valid_1's binary_logloss: 0.321742
[153] valid_0's auc: 0.945255 valid_0's binary_logloss: 0.258214 valid_1's auc: 0.906133 valid_1's binary_logloss: 0.321878
[154] valid_0's auc: 0.94543 valid_0's binary_logloss: 0.257867 valid_1's auc: 0.906108 valid_1's binary_logloss: 0.321994
Early stopping, best iteration is:
[54] valid_0's auc: 0.923461 valid_0's binary_logloss: 0.29669 valid_1's auc: 0.910151 valid_1's binary_logloss: 0.313701
[1] valid_0's auc: 0.886572 valid_0's binary_logloss: 0.517393 valid_1's auc: 0.891691 valid_1's binary_logloss: 0.508845
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.889325 valid_0's binary_logloss: 0.48844 valid_1's auc: 0.895182 valid_1's binary_logloss: 0.47942
[3] valid_0's auc: 0.890907 valid_0's binary_logloss: 0.465197 valid_1's auc: 0.896562 valid_1's binary_logloss: 0.455809
[4] valid_0's auc: 0.89514 valid_0's binary_logloss: 0.445768 valid_1's auc: 0.899296 valid_1's binary_logloss: 0.43648
[5] valid_0's auc: 0.896951 valid_0's binary_logloss: 0.42971 valid_1's auc: 0.899718 valid_1's binary_logloss: 0.420604
[6] valid_0's auc: 0.897889 valid_0's binary_logloss: 0.416111 valid_1's auc: 0.900881 valid_1's binary_logloss: 0.406931
[7] valid_0's auc: 0.898689 valid_0's binary_logloss: 0.404436 valid_1's auc: 0.901422 valid_1's binary_logloss: 0.395411
[8] valid_0's auc: 0.89958 valid_0's binary_logloss: 0.394345 valid_1's auc: 0.902597 valid_1's binary_logloss: 0.385225
[9] valid_0's auc: 0.90032 valid_0's binary_logloss: 0.385639 valid_1's auc: 0.902948 valid_1's binary_logloss: 0.376863
[10] valid_0's auc: 0.901296 valid_0's binary_logloss: 0.378042 valid_1's auc: 0.903458 valid_1's binary_logloss: 0.369727
[11] valid_0's auc: 0.902004 valid_0's binary_logloss: 0.371306 valid_1's auc: 0.903438 valid_1's binary_logloss: 0.363518
[12] valid_0's auc: 0.902758 valid_0's binary_logloss: 0.365335 valid_1's auc: 0.903948 valid_1's binary_logloss: 0.357923
[13] valid_0's auc: 0.903856 valid_0's binary_logloss: 0.360044 valid_1's auc: 0.904456 valid_1's binary_logloss: 0.353137
[14] valid_0's auc: 0.904376 valid_0's binary_logloss: 0.355393 valid_1's auc: 0.904877 valid_1's binary_logloss: 0.348708
[15] valid_0's auc: 0.905155 valid_0's binary_logloss: 0.351161 valid_1's auc: 0.905329 valid_1's binary_logloss: 0.345105
[16] valid_0's auc: 0.905871 valid_0's binary_logloss: 0.347288 valid_1's auc: 0.906045 valid_1's binary_logloss: 0.341559
[17] valid_0's auc: 0.90683 valid_0's binary_logloss: 0.343704 valid_1's auc: 0.906619 valid_1's binary_logloss: 0.338621
[18] valid_0's auc: 0.90744 valid_0's binary_logloss: 0.340595 valid_1's auc: 0.906705 valid_1's binary_logloss: 0.336005
[19] valid_0's auc: 0.908245 valid_0's binary_logloss: 0.337639 valid_1's auc: 0.906863 valid_1's binary_logloss: 0.333835
[20] valid_0's auc: 0.908769 valid_0's binary_logloss: 0.335121 valid_1's auc: 0.906857 valid_1's binary_logloss: 0.332
[21] valid_0's auc: 0.909625 valid_0's binary_logloss: 0.332551 valid_1's auc: 0.90714 valid_1's binary_logloss: 0.330061
[22] valid_0's auc: 0.910309 valid_0's binary_logloss: 0.330205 valid_1's auc: 0.907145 valid_1's binary_logloss: 0.328665
[23] valid_0's auc: 0.910705 valid_0's binary_logloss: 0.32828 valid_1's auc: 0.907384 valid_1's binary_logloss: 0.327131
[24] valid_0's auc: 0.911353 valid_0's binary_logloss: 0.326248 valid_1's auc: 0.907499 valid_1's binary_logloss: 0.325824
[25] valid_0's auc: 0.911836 valid_0's binary_logloss: 0.324481 valid_1's auc: 0.907622 valid_1's binary_logloss: 0.324565
[26] valid_0's auc: 0.912375 valid_0's binary_logloss: 0.322757 valid_1's auc: 0.90783 valid_1's binary_logloss: 0.323442
[27] valid_0's auc: 0.912924 valid_0's binary_logloss: 0.321099 valid_1's auc: 0.907874 valid_1's binary_logloss: 0.322676
[28] valid_0's auc: 0.91347 valid_0's binary_logloss: 0.319577 valid_1's auc: 0.907899 valid_1's binary_logloss: 0.321985
[29] valid_0's auc: 0.913958 valid_0's binary_logloss: 0.31821 valid_1's auc: 0.908024 valid_1's binary_logloss: 0.321209
[30] valid_0's auc: 0.91443 valid_0's binary_logloss: 0.316943 valid_1's auc: 0.908232 valid_1's binary_logloss: 0.320596
[31] valid_0's auc: 0.914903 valid_0's binary_logloss: 0.315637 valid_1's auc: 0.90834 valid_1's binary_logloss: 0.319943
[32] valid_0's auc: 0.915384 valid_0's binary_logloss: 0.314384 valid_1's auc: 0.908601 valid_1's binary_logloss: 0.3192
[33] valid_0's auc: 0.915879 valid_0's binary_logloss: 0.313183 valid_1's auc: 0.908755 valid_1's binary_logloss: 0.3187
[34] valid_0's auc: 0.916305 valid_0's binary_logloss: 0.312159 valid_1's auc: 0.908582 valid_1's binary_logloss: 0.318644
[35] valid_0's auc: 0.916796 valid_0's binary_logloss: 0.311066 valid_1's auc: 0.908637 valid_1's binary_logloss: 0.318277
[36] valid_0's auc: 0.917228 valid_0's binary_logloss: 0.310009 valid_1's auc: 0.908673 valid_1's binary_logloss: 0.317932
[37] valid_0's auc: 0.917693 valid_0's binary_logloss: 0.309012 valid_1's auc: 0.908599 valid_1's binary_logloss: 0.317805
[38] valid_0's auc: 0.918077 valid_0's binary_logloss: 0.3081 valid_1's auc: 0.908552 valid_1's binary_logloss: 0.317626
[39] valid_0's auc: 0.918494 valid_0's binary_logloss: 0.307161 valid_1's auc: 0.908505 valid_1's binary_logloss: 0.317462
[40] valid_0's auc: 0.918873 valid_0's binary_logloss: 0.306342 valid_1's auc: 0.908445 valid_1's binary_logloss: 0.317409
[41] valid_0's auc: 0.919317 valid_0's binary_logloss: 0.305478 valid_1's auc: 0.908498 valid_1's binary_logloss: 0.317195
[42] valid_0's auc: 0.91965 valid_0's binary_logloss: 0.30475 valid_1's auc: 0.908487 valid_1's binary_logloss: 0.317133
[43] valid_0's auc: 0.920116 valid_0's binary_logloss: 0.303866 valid_1's auc: 0.908577 valid_1's binary_logloss: 0.316906
[44] valid_0's auc: 0.920516 valid_0's binary_logloss: 0.303054 valid_1's auc: 0.908687 valid_1's binary_logloss: 0.316662
[45] valid_0's auc: 0.920884 valid_0's binary_logloss: 0.302318 valid_1's auc: 0.90864 valid_1's binary_logloss: 0.316669
[46] valid_0's auc: 0.921198 valid_0's binary_logloss: 0.301623 valid_1's auc: 0.90866 valid_1's binary_logloss: 0.316548
[47] valid_0's auc: 0.921574 valid_0's binary_logloss: 0.300925 valid_1's auc: 0.908568 valid_1's binary_logloss: 0.316636
[48] valid_0's auc: 0.92195 valid_0's binary_logloss: 0.300223 valid_1's auc: 0.908527 valid_1's binary_logloss: 0.31662
[49] valid_0's auc: 0.922292 valid_0's binary_logloss: 0.299574 valid_1's auc: 0.908485 valid_1's binary_logloss: 0.316606
[50] valid_0's auc: 0.922599 valid_0's binary_logloss: 0.298975 valid_1's auc: 0.908336 valid_1's binary_logloss: 0.316756
[51] valid_0's auc: 0.922904 valid_0's binary_logloss: 0.298393 valid_1's auc: 0.908268 valid_1's binary_logloss: 0.316796
[52] valid_0's auc: 0.923173 valid_0's binary_logloss: 0.297868 valid_1's auc: 0.908223 valid_1's binary_logloss: 0.316831
[53] valid_0's auc: 0.923494 valid_0's binary_logloss: 0.297269 valid_1's auc: 0.908369 valid_1's binary_logloss: 0.316578
[54] valid_0's auc: 0.923776 valid_0's binary_logloss: 0.296719 valid_1's auc: 0.908342 valid_1's binary_logloss: 0.316604
[55] valid_0's auc: 0.924074 valid_0's binary_logloss: 0.296172 valid_1's auc: 0.908279 valid_1's binary_logloss: 0.316695
[56] valid_0's auc: 0.924404 valid_0's binary_logloss: 0.295522 valid_1's auc: 0.908107 valid_1's binary_logloss: 0.316946
[57] valid_0's auc: 0.924636 valid_0's binary_logloss: 0.295046 valid_1's auc: 0.907951 valid_1's binary_logloss: 0.317125
[58] valid_0's auc: 0.924956 valid_0's binary_logloss: 0.29449 valid_1's auc: 0.907876 valid_1's binary_logloss: 0.317248
[59] valid_0's auc: 0.925277 valid_0's binary_logloss: 0.293933 valid_1's auc: 0.907847 valid_1's binary_logloss: 0.317275
[60] valid_0's auc: 0.925582 valid_0's binary_logloss: 0.293352 valid_1's auc: 0.90788 valid_1's binary_logloss: 0.317224
[61] valid_0's auc: 0.925932 valid_0's binary_logloss: 0.292664 valid_1's auc: 0.907804 valid_1's binary_logloss: 0.317283
[62] valid_0's auc: 0.926218 valid_0's binary_logloss: 0.292181 valid_1's auc: 0.907688 valid_1's binary_logloss: 0.317483
[63] valid_0's auc: 0.926535 valid_0's binary_logloss: 0.291632 valid_1's auc: 0.907716 valid_1's binary_logloss: 0.317408
[64] valid_0's auc: 0.926836 valid_0's binary_logloss: 0.291102 valid_1's auc: 0.907587 valid_1's binary_logloss: 0.317652
[65] valid_0's auc: 0.927096 valid_0's binary_logloss: 0.290613 valid_1's auc: 0.907418 valid_1's binary_logloss: 0.317955
[66] valid_0's auc: 0.927366 valid_0's binary_logloss: 0.290133 valid_1's auc: 0.907262 valid_1's binary_logloss: 0.318164
[67] valid_0's auc: 0.927637 valid_0's binary_logloss: 0.289646 valid_1's auc: 0.907153 valid_1's binary_logloss: 0.318378
[68] valid_0's auc: 0.927977 valid_0's binary_logloss: 0.289063 valid_1's auc: 0.907238 valid_1's binary_logloss: 0.318297
[69] valid_0's auc: 0.928214 valid_0's binary_logloss: 0.288657 valid_1's auc: 0.907058 valid_1's binary_logloss: 0.318544
[70] valid_0's auc: 0.928511 valid_0's binary_logloss: 0.288107 valid_1's auc: 0.907062 valid_1's binary_logloss: 0.318522
[71] valid_0's auc: 0.928789 valid_0's binary_logloss: 0.287604 valid_1's auc: 0.907083 valid_1's binary_logloss: 0.318488
[72] valid_0's auc: 0.929052 valid_0's binary_logloss: 0.28715 valid_1's auc: 0.907062 valid_1's binary_logloss: 0.31854
[73] valid_0's auc: 0.929319 valid_0's binary_logloss: 0.286661 valid_1's auc: 0.906949 valid_1's binary_logloss: 0.318797
[74] valid_0's auc: 0.929563 valid_0's binary_logloss: 0.286196 valid_1's auc: 0.906901 valid_1's binary_logloss: 0.318853
[75] valid_0's auc: 0.929889 valid_0's binary_logloss: 0.285631 valid_1's auc: 0.906947 valid_1's binary_logloss: 0.318743
[76] valid_0's auc: 0.930216 valid_0's binary_logloss: 0.285076 valid_1's auc: 0.906948 valid_1's binary_logloss: 0.318746
[77] valid_0's auc: 0.930476 valid_0's binary_logloss: 0.284605 valid_1's auc: 0.906829 valid_1's binary_logloss: 0.31894
[78] valid_0's auc: 0.930737 valid_0's binary_logloss: 0.284159 valid_1's auc: 0.906662 valid_1's binary_logloss: 0.319251
[79] valid_0's auc: 0.931012 valid_0's binary_logloss: 0.283689 valid_1's auc: 0.906611 valid_1's binary_logloss: 0.319318
[80] valid_0's auc: 0.931224 valid_0's binary_logloss: 0.283324 valid_1's auc: 0.906605 valid_1's binary_logloss: 0.319411
[81] valid_0's auc: 0.931426 valid_0's binary_logloss: 0.282919 valid_1's auc: 0.906538 valid_1's binary_logloss: 0.319531
[82] valid_0's auc: 0.93168 valid_0's binary_logloss: 0.282495 valid_1's auc: 0.906572 valid_1's binary_logloss: 0.31954
[83] valid_0's auc: 0.931906 valid_0's binary_logloss: 0.282067 valid_1's auc: 0.906576 valid_1's binary_logloss: 0.319515
[84] valid_0's auc: 0.932209 valid_0's binary_logloss: 0.281589 valid_1's auc: 0.906471 valid_1's binary_logloss: 0.319707
[85] valid_0's auc: 0.932458 valid_0's binary_logloss: 0.281136 valid_1's auc: 0.906493 valid_1's binary_logloss: 0.319683
[86] valid_0's auc: 0.93267 valid_0's binary_logloss: 0.280763 valid_1's auc: 0.906514 valid_1's binary_logloss: 0.319621
[87] valid_0's auc: 0.932985 valid_0's binary_logloss: 0.280229 valid_1's auc: 0.906398 valid_1's binary_logloss: 0.319778
[88] valid_0's auc: 0.933221 valid_0's binary_logloss: 0.279814 valid_1's auc: 0.906386 valid_1's binary_logloss: 0.319862
[89] valid_0's auc: 0.933444 valid_0's binary_logloss: 0.279428 valid_1's auc: 0.906342 valid_1's binary_logloss: 0.319928
[90] valid_0's auc: 0.933666 valid_0's binary_logloss: 0.279032 valid_1's auc: 0.906244 valid_1's binary_logloss: 0.320102
[91] valid_0's auc: 0.933882 valid_0's binary_logloss: 0.278644 valid_1's auc: 0.906239 valid_1's binary_logloss: 0.320146
[92] valid_0's auc: 0.934078 valid_0's binary_logloss: 0.278276 valid_1's auc: 0.906142 valid_1's binary_logloss: 0.320347
[93] valid_0's auc: 0.934326 valid_0's binary_logloss: 0.277813 valid_1's auc: 0.906138 valid_1's binary_logloss: 0.320289
[94] valid_0's auc: 0.934562 valid_0's binary_logloss: 0.277381 valid_1's auc: 0.906055 valid_1's binary_logloss: 0.32045
[95] valid_0's auc: 0.93478 valid_0's binary_logloss: 0.277 valid_1's auc: 0.905984 valid_1's binary_logloss: 0.320563
[96] valid_0's auc: 0.935037 valid_0's binary_logloss: 0.276554 valid_1's auc: 0.905974 valid_1's binary_logloss: 0.320604
[97] valid_0's auc: 0.93525 valid_0's binary_logloss: 0.276191 valid_1's auc: 0.90585 valid_1's binary_logloss: 0.320774
[98] valid_0's auc: 0.93544 valid_0's binary_logloss: 0.275846 valid_1's auc: 0.905856 valid_1's binary_logloss: 0.320788
[99] valid_0's auc: 0.935664 valid_0's binary_logloss: 0.275423 valid_1's auc: 0.90585 valid_1's binary_logloss: 0.320846
[100] valid_0's auc: 0.93587 valid_0's binary_logloss: 0.275066 valid_1's auc: 0.905818 valid_1's binary_logloss: 0.320927
[101] valid_0's auc: 0.936045 valid_0's binary_logloss: 0.274777 valid_1's auc: 0.905741 valid_1's binary_logloss: 0.321073
[102] valid_0's auc: 0.936217 valid_0's binary_logloss: 0.274461 valid_1's auc: 0.905696 valid_1's binary_logloss: 0.321136
[103] valid_0's auc: 0.936379 valid_0's binary_logloss: 0.274141 valid_1's auc: 0.905712 valid_1's binary_logloss: 0.321133
[104] valid_0's auc: 0.936625 valid_0's binary_logloss: 0.273748 valid_1's auc: 0.905711 valid_1's binary_logloss: 0.321145
[105] valid_0's auc: 0.936834 valid_0's binary_logloss: 0.273334 valid_1's auc: 0.905695 valid_1's binary_logloss: 0.321218
[106] valid_0's auc: 0.936996 valid_0's binary_logloss: 0.273053 valid_1's auc: 0.905661 valid_1's binary_logloss: 0.321309
[107] valid_0's auc: 0.937146 valid_0's binary_logloss: 0.272786 valid_1's auc: 0.905607 valid_1's binary_logloss: 0.32144
[108] valid_0's auc: 0.937399 valid_0's binary_logloss: 0.272323 valid_1's auc: 0.905645 valid_1's binary_logloss: 0.321355
[109] valid_0's auc: 0.937668 valid_0's binary_logloss: 0.271874 valid_1's auc: 0.905537 valid_1's binary_logloss: 0.321551
[110] valid_0's auc: 0.937873 valid_0's binary_logloss: 0.271538 valid_1's auc: 0.905392 valid_1's binary_logloss: 0.321796
[111] valid_0's auc: 0.938162 valid_0's binary_logloss: 0.271044 valid_1's auc: 0.905453 valid_1's binary_logloss: 0.321749
[112] valid_0's auc: 0.938408 valid_0's binary_logloss: 0.270629 valid_1's auc: 0.905507 valid_1's binary_logloss: 0.321649
[113] valid_0's auc: 0.93858 valid_0's binary_logloss: 0.27034 valid_1's auc: 0.905508 valid_1's binary_logloss: 0.321659
[114] valid_0's auc: 0.938733 valid_0's binary_logloss: 0.270037 valid_1's auc: 0.905462 valid_1's binary_logloss: 0.321751
[115] valid_0's auc: 0.938926 valid_0's binary_logloss: 0.26969 valid_1's auc: 0.905421 valid_1's binary_logloss: 0.321861
[116] valid_0's auc: 0.939101 valid_0's binary_logloss: 0.269373 valid_1's auc: 0.905387 valid_1's binary_logloss: 0.321903
[117] valid_0's auc: 0.939349 valid_0's binary_logloss: 0.268959 valid_1's auc: 0.905167 valid_1's binary_logloss: 0.322256
[118] valid_0's auc: 0.939564 valid_0's binary_logloss: 0.268578 valid_1's auc: 0.905152 valid_1's binary_logloss: 0.322298
[119] valid_0's auc: 0.939749 valid_0's binary_logloss: 0.268242 valid_1's auc: 0.90517 valid_1's binary_logloss: 0.32232
[120] valid_0's auc: 0.939982 valid_0's binary_logloss: 0.267842 valid_1's auc: 0.90523 valid_1's binary_logloss: 0.322213
[121] valid_0's auc: 0.940148 valid_0's binary_logloss: 0.267552 valid_1's auc: 0.905209 valid_1's binary_logloss: 0.322289
[122] valid_0's auc: 0.940343 valid_0's binary_logloss: 0.267223 valid_1's auc: 0.905217 valid_1's binary_logloss: 0.322327
[123] valid_0's auc: 0.940529 valid_0's binary_logloss: 0.266871 valid_1's auc: 0.905176 valid_1's binary_logloss: 0.322456
[124] valid_0's auc: 0.940696 valid_0's binary_logloss: 0.266544 valid_1's auc: 0.905121 valid_1's binary_logloss: 0.322519
[125] valid_0's auc: 0.94087 valid_0's binary_logloss: 0.2662 valid_1's auc: 0.905049 valid_1's binary_logloss: 0.322668
[126] valid_0's auc: 0.941112 valid_0's binary_logloss: 0.265797 valid_1's auc: 0.905067 valid_1's binary_logloss: 0.322684
[127] valid_0's auc: 0.94129 valid_0's binary_logloss: 0.265464 valid_1's auc: 0.905059 valid_1's binary_logloss: 0.322706
[128] valid_0's auc: 0.941503 valid_0's binary_logloss: 0.265081 valid_1's auc: 0.90501 valid_1's binary_logloss: 0.322848
[129] valid_0's auc: 0.941689 valid_0's binary_logloss: 0.264742 valid_1's auc: 0.904905 valid_1's binary_logloss: 0.323085
[130] valid_0's auc: 0.941937 valid_0's binary_logloss: 0.264306 valid_1's auc: 0.90485 valid_1's binary_logloss: 0.323194
[131] valid_0's auc: 0.942166 valid_0's binary_logloss: 0.263906 valid_1's auc: 0.904765 valid_1's binary_logloss: 0.323363
[132] valid_0's auc: 0.942275 valid_0's binary_logloss: 0.263689 valid_1's auc: 0.904797 valid_1's binary_logloss: 0.323366
[133] valid_0's auc: 0.94244 valid_0's binary_logloss: 0.263377 valid_1's auc: 0.904695 valid_1's binary_logloss: 0.323558
Early stopping, best iteration is:
[33] valid_0's auc: 0.915879 valid_0's binary_logloss: 0.313183 valid_1's auc: 0.908755 valid_1's binary_logloss: 0.3187
[1] valid_0's auc: 0.887983 valid_0's binary_logloss: 0.517034 valid_1's auc: 0.891755 valid_1's binary_logloss: 0.508452
Training until validation scores don't improve for 100 rounds
[2] valid_0's auc: 0.89066 valid_0's binary_logloss: 0.488464 valid_1's auc: 0.89629 valid_1's binary_logloss: 0.478946
[3] valid_0's auc: 0.891984 valid_0's binary_logloss: 0.465365 valid_1's auc: 0.897538 valid_1's binary_logloss: 0.455741
[4] valid_0's auc: 0.896159 valid_0's binary_logloss: 0.446069 valid_1's auc: 0.901608 valid_1's binary_logloss: 0.43617
[5] valid_0's auc: 0.896836 valid_0's binary_logloss: 0.43022 valid_1's auc: 0.902385 valid_1's binary_logloss: 0.420003
[6] valid_0's auc: 0.897532 valid_0's binary_logloss: 0.416675 valid_1's auc: 0.902107 valid_1's binary_logloss: 0.406595
[7] valid_0's auc: 0.898859 valid_0's binary_logloss: 0.404875 valid_1's auc: 0.902903 valid_1's binary_logloss: 0.394907
[8] valid_0's auc: 0.899531 valid_0's binary_logloss: 0.394951 valid_1's auc: 0.903622 valid_1's binary_logloss: 0.384787
[9] valid_0's auc: 0.899803 valid_0's binary_logloss: 0.386385 valid_1's auc: 0.904479 valid_1's binary_logloss: 0.376169
[10] valid_0's auc: 0.90085 valid_0's binary_logloss: 0.378764 valid_1's auc: 0.904859 valid_1's binary_logloss: 0.369074
[11] valid_0's auc: 0.901544 valid_0's binary_logloss: 0.372015 valid_1's auc: 0.905244 valid_1's binary_logloss: 0.36246
[12] valid_0's auc: 0.902572 valid_0's binary_logloss: 0.366163 valid_1's auc: 0.905663 valid_1's binary_logloss: 0.356912
[13] valid_0's auc: 0.903409 valid_0's binary_logloss: 0.360834 valid_1's auc: 0.905934 valid_1's binary_logloss: 0.352169
[14] valid_0's auc: 0.904166 valid_0's binary_logloss: 0.356033 valid_1's auc: 0.906466 valid_1's binary_logloss: 0.347704
[15] valid_0's auc: 0.904991 valid_0's binary_logloss: 0.351586 valid_1's auc: 0.906652 valid_1's binary_logloss: 0.344065
[16] valid_0's auc: 0.905708 valid_0's binary_logloss: 0.347763 valid_1's auc: 0.907106 valid_1's binary_logloss: 0.340566
[17] valid_0's auc: 0.906237 valid_0's binary_logloss: 0.344327 valid_1's auc: 0.907197 valid_1's binary_logloss: 0.33777
[18] valid_0's auc: 0.907243 valid_0's binary_logloss: 0.34106 valid_1's auc: 0.907388 valid_1's binary_logloss: 0.335204
[19] valid_0's auc: 0.907652 valid_0's binary_logloss: 0.338397 valid_1's auc: 0.90763 valid_1's binary_logloss: 0.332937
[20] valid_0's auc: 0.908388 valid_0's binary_logloss: 0.335673 valid_1's auc: 0.908 valid_1's binary_logloss: 0.330835
[21] valid_0's auc: 0.908972 valid_0's binary_logloss: 0.333258 valid_1's auc: 0.908301 valid_1's binary_logloss: 0.32899
[22] valid_0's auc: 0.909675 valid_0's binary_logloss: 0.330959 valid_1's auc: 0.908303 valid_1's binary_logloss: 0.327561
[23] valid_0's auc: 0.91047 valid_0's binary_logloss: 0.328639 valid_1's auc: 0.908497 valid_1's binary_logloss: 0.325982
[24] valid_0's auc: 0.911006 valid_0's binary_logloss: 0.326684 valid_1's auc: 0.908562 valid_1's binary_logloss: 0.32467
[25] valid_0's auc: 0.911567 valid_0's binary_logloss: 0.324816 valid_1's auc: 0.908557 valid_1's binary_logloss: 0.323689
[26] valid_0's auc: 0.912039 valid_0's binary_logloss: 0.323142 valid_1's auc: 0.908656 valid_1's binary_logloss: 0.322619
[27] valid_0's auc: 0.912588 valid_0's binary_logloss: 0.321545 valid_1's auc: 0.908832 valid_1's binary_logloss: 0.321518
[28] valid_0's auc: 0.912989 valid_0's binary_logloss: 0.320191 valid_1's auc: 0.908873 valid_1's binary_logloss: 0.320803
[29] valid_0's auc: 0.913483 valid_0's binary_logloss: 0.318816 valid_1's auc: 0.909126 valid_1's binary_logloss: 0.319937
[30] valid_0's auc: 0.913875 valid_0's binary_logloss: 0.317593 valid_1's auc: 0.909143 valid_1's binary_logloss: 0.319384
[31] valid_0's auc: 0.914309 valid_0's binary_logloss: 0.316371 valid_1's auc: 0.909192 valid_1's binary_logloss: 0.318816
[32] valid_0's auc: 0.914842 valid_0's binary_logloss: 0.315097 valid_1's auc: 0.909295 valid_1's binary_logloss: 0.318232
[33] valid_0's auc: 0.915354 valid_0's binary_logloss: 0.31381 valid_1's auc: 0.909416 valid_1's binary_logloss: 0.317664
[34] valid_0's auc: 0.915971 valid_0's binary_logloss: 0.312557 valid_1's auc: 0.909481 valid_1's binary_logloss: 0.317304
[35] valid_0's auc: 0.916312 valid_0's binary_logloss: 0.311576 valid_1's auc: 0.909609 valid_1's binary_logloss: 0.316742
[36] valid_0's auc: 0.916762 valid_0's binary_logloss: 0.310578 valid_1's auc: 0.909798 valid_1's binary_logloss: 0.316233
[37] valid_0's auc: 0.917132 valid_0's binary_logloss: 0.30965 valid_1's auc: 0.909847 valid_1's binary_logloss: 0.315945
[38] valid_0's auc: 0.917467 valid_0's binary_logloss: 0.308806 valid_1's auc: 0.909858 valid_1's binary_logloss: 0.315676
[39] valid_0's auc: 0.917923 valid_0's binary_logloss: 0.307864 valid_1's auc: 0.909957 valid_1's binary_logloss: 0.315347
[40] valid_0's auc: 0.918344 valid_0's binary_logloss: 0.306975 valid_1's auc: 0.909944 valid_1's binary_logloss: 0.315184
[41] valid_0's auc: 0.918811 valid_0's binary_logloss: 0.306025 valid_1's auc: 0.909935 valid_1's binary_logloss: 0.315006
[42] valid_0's auc: 0.919185 valid_0's binary_logloss: 0.305217 valid_1's auc: 0.909923 valid_1's binary_logloss: 0.314895
[43] valid_0's auc: 0.919624 valid_0's binary_logloss: 0.304381 valid_1's auc: 0.909934 valid_1's binary_logloss: 0.314779
[44] valid_0's auc: 0.919982 valid_0's binary_logloss: 0.303605 valid_1's auc: 0.910059 valid_1's binary_logloss: 0.314464
[45] valid_0's auc: 0.920274 valid_0's binary_logloss: 0.302982 valid_1's auc: 0.910127 valid_1's binary_logloss: 0.314187
[46] valid_0's auc: 0.920539 valid_0's binary_logloss: 0.302396 valid_1's auc: 0.910104 valid_1's binary_logloss: 0.314129
[47] valid_0's auc: 0.920885 valid_0's binary_logloss: 0.301721 valid_1's auc: 0.910042 valid_1's binary_logloss: 0.314131
[48] valid_0's auc: 0.921288 valid_0's binary_logloss: 0.300919 valid_1's auc: 0.910064 valid_1's binary_logloss: 0.314023
[49] valid_0's auc: 0.921685 valid_0's binary_logloss: 0.300189 valid_1's auc: 0.910161 valid_1's binary_logloss: 0.313855
[50] valid_0's auc: 0.921977 valid_0's binary_logloss: 0.299593 valid_1's auc: 0.910188 valid_1's binary_logloss: 0.3138
[51] valid_0's auc: 0.922289 valid_0's binary_logloss: 0.299026 valid_1's auc: 0.910113 valid_1's binary_logloss: 0.313817
[52] valid_0's auc: 0.922541 valid_0's binary_logloss: 0.298515 valid_1's auc: 0.91019 valid_1's binary_logloss: 0.313611
[53] valid_0's auc: 0.922822 valid_0's binary_logloss: 0.297975 valid_1's auc: 0.910053 valid_1's binary_logloss: 0.313776
[54] valid_0's auc: 0.923024 valid_0's binary_logloss: 0.297547 valid_1's auc: 0.910078 valid_1's binary_logloss: 0.3137
[55] valid_0's auc: 0.923286 valid_0's binary_logloss: 0.297035 valid_1's auc: 0.910107 valid_1's binary_logloss: 0.313666
[56] valid_0's auc: 0.923599 valid_0's binary_logloss: 0.29643 valid_1's auc: 0.910045 valid_1's binary_logloss: 0.313696
[57] valid_0's auc: 0.923915 valid_0's binary_logloss: 0.295903 valid_1's auc: 0.909854 valid_1's binary_logloss: 0.313887
[58] valid_0's auc: 0.924221 valid_0's binary_logloss: 0.295347 valid_1's auc: 0.909783 valid_1's binary_logloss: 0.313941
[59] valid_0's auc: 0.92458 valid_0's binary_logloss: 0.294734 valid_1's auc: 0.909757 valid_1's binary_logloss: 0.313976
[60] valid_0's auc: 0.924868 valid_0's binary_logloss: 0.294194 valid_1's auc: 0.90969 valid_1's binary_logloss: 0.314054
[61] valid_0's auc: 0.925202 valid_0's binary_logloss: 0.293691 valid_1's auc: 0.909588 valid_1's binary_logloss: 0.314267
[62] valid_0's auc: 0.925513 valid_0's binary_logloss: 0.293134 valid_1's auc: 0.909501 valid_1's binary_logloss: 0.314356
[63] valid_0's auc: 0.925752 valid_0's binary_logloss: 0.292702 valid_1's auc: 0.909354 valid_1's binary_logloss: 0.314538
[64] valid_0's auc: 0.925984 valid_0's binary_logloss: 0.292237 valid_1's auc: 0.909211 valid_1's binary_logloss: 0.314724
[65] valid_0's auc: 0.926274 valid_0's binary_logloss: 0.291762 valid_1's auc: 0.909081 valid_1's binary_logloss: 0.314921
[66] valid_0's auc: 0.926506 valid_0's binary_logloss: 0.291293 valid_1's auc: 0.909022 valid_1's binary_logloss: 0.315021
[67] valid_0's auc: 0.926802 valid_0's binary_logloss: 0.290795 valid_1's auc: 0.908855 valid_1's binary_logloss: 0.315257
[68] valid_0's auc: 0.926995 valid_0's binary_logloss: 0.290429 valid_1's auc: 0.908743 valid_1's binary_logloss: 0.315451
[69] valid_0's auc: 0.927255 valid_0's binary_logloss: 0.289987 valid_1's auc: 0.908613 valid_1's binary_logloss: 0.315651
[70] valid_0's auc: 0.927499 valid_0's binary_logloss: 0.289546 valid_1's auc: 0.908549 valid_1's binary_logloss: 0.315769
[71] valid_0's auc: 0.927742 valid_0's binary_logloss: 0.289136 valid_1's auc: 0.908488 valid_1's binary_logloss: 0.315846
[72] valid_0's auc: 0.92803 valid_0's binary_logloss: 0.288629 valid_1's auc: 0.908515 valid_1's binary_logloss: 0.315783
[73] valid_0's auc: 0.928358 valid_0's binary_logloss: 0.288108 valid_1's auc: 0.908425 valid_1's binary_logloss: 0.315935
[74] valid_0's auc: 0.928672 valid_0's binary_logloss: 0.287608 valid_1's auc: 0.908371 valid_1's binary_logloss: 0.316049
[75] valid_0's auc: 0.928888 valid_0's binary_logloss: 0.287201 valid_1's auc: 0.908467 valid_1's binary_logloss: 0.315869
[76] valid_0's auc: 0.92927 valid_0's binary_logloss: 0.286577 valid_1's auc: 0.908463 valid_1's binary_logloss: 0.31588
[77] valid_0's auc: 0.929557 valid_0's binary_logloss: 0.286144 valid_1's auc: 0.908364 valid_1's binary_logloss: 0.316003
[78] valid_0's auc: 0.92985 valid_0's binary_logloss: 0.285663 valid_1's auc: 0.90833 valid_1's binary_logloss: 0.316036
[79] valid_0's auc: 0.930083 valid_0's binary_logloss: 0.28523 valid_1's auc: 0.908294 valid_1's binary_logloss: 0.316102
[80] valid_0's auc: 0.930311 valid_0's binary_logloss: 0.284827 valid_1's auc: 0.908249 valid_1's binary_logloss: 0.316182
[81] valid_0's auc: 0.930551 valid_0's binary_logloss: 0.284413 valid_1's auc: 0.908237 valid_1's binary_logloss: 0.316263
[82] valid_0's auc: 0.930733 valid_0's binary_logloss: 0.284047 valid_1's auc: 0.908157 valid_1's binary_logloss: 0.316455
[83] valid_0's auc: 0.930994 valid_0's binary_logloss: 0.283621 valid_1's auc: 0.9081 valid_1's binary_logloss: 0.316557
[84] valid_0's auc: 0.931205 valid_0's binary_logloss: 0.283243 valid_1's auc: 0.908033 valid_1's binary_logloss: 0.316672
[85] valid_0's auc: 0.931499 valid_0's binary_logloss: 0.282728 valid_1's auc: 0.908036 valid_1's binary_logloss: 0.316673
[86] valid_0's auc: 0.931699 valid_0's binary_logloss: 0.282348 valid_1's auc: 0.90799 valid_1's binary_logloss: 0.31681
[87] valid_0's auc: 0.931942 valid_0's binary_logloss: 0.281864 valid_1's auc: 0.908032 valid_1's binary_logloss: 0.316738
[88] valid_0's auc: 0.932166 valid_0's binary_logloss: 0.281443 valid_1's auc: 0.907989 valid_1's binary_logloss: 0.316828
[89] valid_0's auc: 0.932366 valid_0's binary_logloss: 0.281085 valid_1's auc: 0.907987 valid_1's binary_logloss: 0.316836
[90] valid_0's auc: 0.932656 valid_0's binary_logloss: 0.280619 valid_1's auc: 0.907972 valid_1's binary_logloss: 0.316847
[91] valid_0's auc: 0.932905 valid_0's binary_logloss: 0.280234 valid_1's auc: 0.907902 valid_1's binary_logloss: 0.316907
[92] valid_0's auc: 0.933099 valid_0's binary_logloss: 0.279898 valid_1's auc: 0.90791 valid_1's binary_logloss: 0.31692
[93] valid_0's auc: 0.933327 valid_0's binary_logloss: 0.279525 valid_1's auc: 0.907824 valid_1's binary_logloss: 0.317075
[94] valid_0's auc: 0.933561 valid_0's binary_logloss: 0.279106 valid_1's auc: 0.907781 valid_1's binary_logloss: 0.317198
[95] valid_0's auc: 0.933759 valid_0's binary_logloss: 0.278767 valid_1's auc: 0.907776 valid_1's binary_logloss: 0.317202
[96] valid_0's auc: 0.934019 valid_0's binary_logloss: 0.278342 valid_1's auc: 0.907815 valid_1's binary_logloss: 0.31719
[97] valid_0's auc: 0.934224 valid_0's binary_logloss: 0.277961 valid_1's auc: 0.907824 valid_1's binary_logloss: 0.317212
[98] valid_0's auc: 0.934446 valid_0's binary_logloss: 0.277559 valid_1's auc: 0.907809 valid_1's binary_logloss: 0.317279
[99] valid_0's auc: 0.934644 valid_0's binary_logloss: 0.277217 valid_1's auc: 0.907725 valid_1's binary_logloss: 0.317418
[100] valid_0's auc: 0.934871 valid_0's binary_logloss: 0.276836 valid_1's auc: 0.907634 valid_1's binary_logloss: 0.317629
[101] valid_0's auc: 0.935086 valid_0's binary_logloss: 0.276476 valid_1's auc: 0.907515 valid_1's binary_logloss: 0.317831
[102] valid_0's auc: 0.935279 valid_0's binary_logloss: 0.276141 valid_1's auc: 0.907404 valid_1's binary_logloss: 0.318027
[103] valid_0's auc: 0.935472 valid_0's binary_logloss: 0.275783 valid_1's auc: 0.907314 valid_1's binary_logloss: 0.318221
[104] valid_0's auc: 0.93563 valid_0's binary_logloss: 0.275489 valid_1's auc: 0.907203 valid_1's binary_logloss: 0.318405
[105] valid_0's auc: 0.935793 valid_0's binary_logloss: 0.275148 valid_1's auc: 0.907146 valid_1's binary_logloss: 0.318543
[106] valid_0's auc: 0.936004 valid_0's binary_logloss: 0.274803 valid_1's auc: 0.907182 valid_1's binary_logloss: 0.318485
[107] valid_0's auc: 0.936191 valid_0's binary_logloss: 0.274476 valid_1's auc: 0.90712 valid_1's binary_logloss: 0.318635
[108] valid_0's auc: 0.936391 valid_0's binary_logloss: 0.27413 valid_1's auc: 0.90709 valid_1's binary_logloss: 0.318761
[109] valid_0's auc: 0.936653 valid_0's binary_logloss: 0.27368 valid_1's auc: 0.906937 valid_1's binary_logloss: 0.31906
[110] valid_0's auc: 0.936928 valid_0's binary_logloss: 0.273228 valid_1's auc: 0.906933 valid_1's binary_logloss: 0.319065
[111] valid_0's auc: 0.937121 valid_0's binary_logloss: 0.272903 valid_1's auc: 0.906868 valid_1's binary_logloss: 0.319174
[112] valid_0's auc: 0.937365 valid_0's binary_logloss: 0.272505 valid_1's auc: 0.906835 valid_1's binary_logloss: 0.319228
[113] valid_0's auc: 0.937533 valid_0's binary_logloss: 0.272191 valid_1's auc: 0.906793 valid_1's binary_logloss: 0.31931
[114] valid_0's auc: 0.937767 valid_0's binary_logloss: 0.271783 valid_1's auc: 0.906681 valid_1's binary_logloss: 0.319502
[115] valid_0's auc: 0.93798 valid_0's binary_logloss: 0.271401 valid_1's auc: 0.906652 valid_1's binary_logloss: 0.319567
[116] valid_0's auc: 0.938155 valid_0's binary_logloss: 0.271111 valid_1's auc: 0.906624 valid_1's binary_logloss: 0.319629
[117] valid_0's auc: 0.938397 valid_0's binary_logloss: 0.270719 valid_1's auc: 0.906698 valid_1's binary_logloss: 0.319521
[118] valid_0's auc: 0.938548 valid_0's binary_logloss: 0.270404 valid_1's auc: 0.90674 valid_1's binary_logloss: 0.319482
[119] valid_0's auc: 0.93874 valid_0's binary_logloss: 0.270057 valid_1's auc: 0.906734 valid_1's binary_logloss: 0.31953
[120] valid_0's auc: 0.938987 valid_0's binary_logloss: 0.269649 valid_1's auc: 0.906597 valid_1's binary_logloss: 0.319805
[121] valid_0's auc: 0.939129 valid_0's binary_logloss: 0.26937 valid_1's auc: 0.906581 valid_1's binary_logloss: 0.319901
[122] valid_0's auc: 0.939315 valid_0's binary_logloss: 0.269006 valid_1's auc: 0.906624 valid_1's binary_logloss: 0.319893
[123] valid_0's auc: 0.939443 valid_0's binary_logloss: 0.268753 valid_1's auc: 0.90651 valid_1's binary_logloss: 0.320144
[124] valid_0's auc: 0.939606 valid_0's binary_logloss: 0.268419 valid_1's auc: 0.906561 valid_1's binary_logloss: 0.320071
[125] valid_0's auc: 0.939788 valid_0's binary_logloss: 0.268089 valid_1's auc: 0.906616 valid_1's binary_logloss: 0.320088
[126] valid_0's auc: 0.939941 valid_0's binary_logloss: 0.267795 valid_1's auc: 0.906622 valid_1's binary_logloss: 0.320135
[127] valid_0's auc: 0.940169 valid_0's binary_logloss: 0.267365 valid_1's auc: 0.906579 valid_1's binary_logloss: 0.320254
[128] valid_0's auc: 0.940277 valid_0's binary_logloss: 0.267128 valid_1's auc: 0.906565 valid_1's binary_logloss: 0.320342
[129] valid_0's auc: 0.940457 valid_0's binary_logloss: 0.266809 valid_1's auc: 0.906544 valid_1's binary_logloss: 0.320434
[130] valid_0's auc: 0.94066 valid_0's binary_logloss: 0.266418 valid_1's auc: 0.906484 valid_1's binary_logloss: 0.320587
[131] valid_0's auc: 0.940815 valid_0's binary_logloss: 0.266143 valid_1's auc: 0.90647 valid_1's binary_logloss: 0.320657
[132] valid_0's auc: 0.940931 valid_0's binary_logloss: 0.26592 valid_1's auc: 0.906438 valid_1's binary_logloss: 0.320704
[133] valid_0's auc: 0.941143 valid_0's binary_logloss: 0.265556 valid_1's auc: 0.906309 valid_1's binary_logloss: 0.3209
[134] valid_0's auc: 0.941287 valid_0's binary_logloss: 0.265275 valid_1's auc: 0.906412 valid_1's binary_logloss: 0.320812
[135] valid_0's auc: 0.941466 valid_0's binary_logloss: 0.26494 valid_1's auc: 0.906203 valid_1's binary_logloss: 0.321193
[136] valid_0's auc: 0.941604 valid_0's binary_logloss: 0.264672 valid_1's auc: 0.906174 valid_1's binary_logloss: 0.321245
[137] valid_0's auc: 0.94182 valid_0's binary_logloss: 0.26432 valid_1's auc: 0.906018 valid_1's binary_logloss: 0.32151
[138] valid_0's auc: 0.94196 valid_0's binary_logloss: 0.264038 valid_1's auc: 0.905925 valid_1's binary_logloss: 0.321609
[139] valid_0's auc: 0.94213 valid_0's binary_logloss: 0.263743 valid_1's auc: 0.905936 valid_1's binary_logloss: 0.321641
[140] valid_0's auc: 0.942273 valid_0's binary_logloss: 0.263462 valid_1's auc: 0.905934 valid_1's binary_logloss: 0.321726
[141] valid_0's auc: 0.942418 valid_0's binary_logloss: 0.263207 valid_1's auc: 0.905948 valid_1's binary_logloss: 0.321718
[142] valid_0's auc: 0.942541 valid_0's binary_logloss: 0.262979 valid_1's auc: 0.905949 valid_1's binary_logloss: 0.321744
[143] valid_0's auc: 0.942702 valid_0's binary_logloss: 0.262686 valid_1's auc: 0.905857 valid_1's binary_logloss: 0.321916
[144] valid_0's auc: 0.942871 valid_0's binary_logloss: 0.26238 valid_1's auc: 0.905858 valid_1's binary_logloss: 0.321956
[145] valid_0's auc: 0.94303 valid_0's binary_logloss: 0.262047 valid_1's auc: 0.905853 valid_1's binary_logloss: 0.321925
[146] valid_0's auc: 0.943192 valid_0's binary_logloss: 0.261758 valid_1's auc: 0.905865 valid_1's binary_logloss: 0.322018
[147] valid_0's auc: 0.943327 valid_0's binary_logloss: 0.261482 valid_1's auc: 0.905834 valid_1's binary_logloss: 0.322122
[148] valid_0's auc: 0.943455 valid_0's binary_logloss: 0.261228 valid_1's auc: 0.905812 valid_1's binary_logloss: 0.322145
[149] valid_0's auc: 0.943598 valid_0's binary_logloss: 0.260969 valid_1's auc: 0.905716 valid_1's binary_logloss: 0.322296
[150] valid_0's auc: 0.943787 valid_0's binary_logloss: 0.26064 valid_1's auc: 0.905712 valid_1's binary_logloss: 0.322313
[151] valid_0's auc: 0.943937 valid_0's binary_logloss: 0.26036 valid_1's auc: 0.905646 valid_1's binary_logloss: 0.32245
[152] valid_0's auc: 0.944091 valid_0's binary_logloss: 0.260083 valid_1's auc: 0.905594 valid_1's binary_logloss: 0.322579
Early stopping, best iteration is:
[52] valid_0's auc: 0.922541 valid_0's binary_logloss: 0.298515 valid_1's auc: 0.91019 valid_1's binary_logloss: 0.313611
[1] training's auc: 0.888505 training's binary_logloss: 0.517052 valid_1's auc: 0.895779 valid_1's binary_logloss: 0.508106
Training until validation scores don't improve for 100 rounds
[2] training's auc: 0.891818 training's binary_logloss: 0.487784 valid_1's auc: 0.899289 valid_1's binary_logloss: 0.477948
[3] training's auc: 0.894904 training's binary_logloss: 0.464154 valid_1's auc: 0.900975 valid_1's binary_logloss: 0.454474
[4] training's auc: 0.896031 training's binary_logloss: 0.444857 valid_1's auc: 0.900657 valid_1's binary_logloss: 0.43531
[5] training's auc: 0.89714 training's binary_logloss: 0.428698 valid_1's auc: 0.901422 valid_1's binary_logloss: 0.419402
[6] training's auc: 0.900672 training's binary_logloss: 0.41493 valid_1's auc: 0.90405 valid_1's binary_logloss: 0.405626
[7] training's auc: 0.90179 training's binary_logloss: 0.403243 valid_1's auc: 0.904217 valid_1's binary_logloss: 0.39443
[8] training's auc: 0.902671 training's binary_logloss: 0.392984 valid_1's auc: 0.90417 valid_1's binary_logloss: 0.384728
[9] training's auc: 0.903269 training's binary_logloss: 0.384184 valid_1's auc: 0.904799 valid_1's binary_logloss: 0.376088
[10] training's auc: 0.904076 training's binary_logloss: 0.37644 valid_1's auc: 0.90513 valid_1's binary_logloss: 0.368923
[11] training's auc: 0.904643 training's binary_logloss: 0.369689 valid_1's auc: 0.905411 valid_1's binary_logloss: 0.362419
[12] training's auc: 0.905271 training's binary_logloss: 0.363586 valid_1's auc: 0.905651 valid_1's binary_logloss: 0.356895
[13] training's auc: 0.90598 training's binary_logloss: 0.358101 valid_1's auc: 0.905956 valid_1's binary_logloss: 0.351883
[14] training's auc: 0.907145 training's binary_logloss: 0.353195 valid_1's auc: 0.906494 valid_1's binary_logloss: 0.347633
[15] training's auc: 0.908113 training's binary_logloss: 0.348789 valid_1's auc: 0.906924 valid_1's binary_logloss: 0.343951
[16] training's auc: 0.908708 training's binary_logloss: 0.3449 valid_1's auc: 0.907179 valid_1's binary_logloss: 0.34066
[17] training's auc: 0.909621 training's binary_logloss: 0.341278 valid_1's auc: 0.907505 valid_1's binary_logloss: 0.337749
[18] training's auc: 0.910316 training's binary_logloss: 0.337978 valid_1's auc: 0.907675 valid_1's binary_logloss: 0.3352
[19] training's auc: 0.911022 training's binary_logloss: 0.334959 valid_1's auc: 0.907855 valid_1's binary_logloss: 0.332958
[20] training's auc: 0.911829 training's binary_logloss: 0.33214 valid_1's auc: 0.908032 valid_1's binary_logloss: 0.330885
[21] training's auc: 0.912562 training's binary_logloss: 0.329532 valid_1's auc: 0.908297 valid_1's binary_logloss: 0.32905
[22] training's auc: 0.913271 training's binary_logloss: 0.327028 valid_1's auc: 0.908562 valid_1's binary_logloss: 0.327175
[23] training's auc: 0.913911 training's binary_logloss: 0.324856 valid_1's auc: 0.908506 valid_1's binary_logloss: 0.325912
[24] training's auc: 0.914742 training's binary_logloss: 0.32259 valid_1's auc: 0.908394 valid_1's binary_logloss: 0.324984
[25] training's auc: 0.915457 training's binary_logloss: 0.320599 valid_1's auc: 0.90857 valid_1's binary_logloss: 0.32377
[26] training's auc: 0.915975 training's binary_logloss: 0.318791 valid_1's auc: 0.908696 valid_1's binary_logloss: 0.322656
[27] training's auc: 0.916652 training's binary_logloss: 0.316968 valid_1's auc: 0.908769 valid_1's binary_logloss: 0.321871
[28] training's auc: 0.917274 training's binary_logloss: 0.315251 valid_1's auc: 0.908888 valid_1's binary_logloss: 0.321002
[29] training's auc: 0.917896 training's binary_logloss: 0.313649 valid_1's auc: 0.908946 valid_1's binary_logloss: 0.320364
[30] training's auc: 0.918538 training's binary_logloss: 0.312163 valid_1's auc: 0.909021 valid_1's binary_logloss: 0.319797
[31] training's auc: 0.919074 training's binary_logloss: 0.310764 valid_1's auc: 0.909098 valid_1's binary_logloss: 0.319225
[32] training's auc: 0.91962 training's binary_logloss: 0.309388 valid_1's auc: 0.90902 valid_1's binary_logloss: 0.318907
[33] training's auc: 0.920183 training's binary_logloss: 0.308021 valid_1's auc: 0.909069 valid_1's binary_logloss: 0.3185
[34] training's auc: 0.920687 training's binary_logloss: 0.306752 valid_1's auc: 0.909018 valid_1's binary_logloss: 0.318255
[35] training's auc: 0.92117 training's binary_logloss: 0.305505 valid_1's auc: 0.909021 valid_1's binary_logloss: 0.317883
[36] training's auc: 0.92168 training's binary_logloss: 0.30436 valid_1's auc: 0.909072 valid_1's binary_logloss: 0.317603
[37] training's auc: 0.922259 training's binary_logloss: 0.303127 valid_1's auc: 0.909194 valid_1's binary_logloss: 0.317164
[38] training's auc: 0.922786 training's binary_logloss: 0.301997 valid_1's auc: 0.9092 valid_1's binary_logloss: 0.316957
[39] training's auc: 0.923211 training's binary_logloss: 0.300991 valid_1's auc: 0.909255 valid_1's binary_logloss: 0.316717
[40] training's auc: 0.923688 training's binary_logloss: 0.300015 valid_1's auc: 0.90935 valid_1's binary_logloss: 0.316419
[41] training's auc: 0.924157 training's binary_logloss: 0.298986 valid_1's auc: 0.909434 valid_1's binary_logloss: 0.316099
[42] training's auc: 0.924592 training's binary_logloss: 0.29804 valid_1's auc: 0.909471 valid_1's binary_logloss: 0.315905
[43] training's auc: 0.925012 training's binary_logloss: 0.297202 valid_1's auc: 0.909432 valid_1's binary_logloss: 0.315809
[44] training's auc: 0.92541 training's binary_logloss: 0.296385 valid_1's auc: 0.909404 valid_1's binary_logloss: 0.315695
[45] training's auc: 0.925834 training's binary_logloss: 0.295513 valid_1's auc: 0.9093 valid_1's binary_logloss: 0.315753
[46] training's auc: 0.926295 training's binary_logloss: 0.294571 valid_1's auc: 0.909169 valid_1's binary_logloss: 0.315876
[47] training's auc: 0.926821 training's binary_logloss: 0.293606 valid_1's auc: 0.909198 valid_1's binary_logloss: 0.31574
[48] training's auc: 0.927292 training's binary_logloss: 0.292771 valid_1's auc: 0.909281 valid_1's binary_logloss: 0.31549
[49] training's auc: 0.927813 training's binary_logloss: 0.291832 valid_1's auc: 0.90911 valid_1's binary_logloss: 0.315624
[50] training's auc: 0.928264 training's binary_logloss: 0.291068 valid_1's auc: 0.909113 valid_1's binary_logloss: 0.31557
[51] training's auc: 0.928656 training's binary_logloss: 0.29035 valid_1's auc: 0.909097 valid_1's binary_logloss: 0.315565
[52] training's auc: 0.929114 training's binary_logloss: 0.289567 valid_1's auc: 0.909182 valid_1's binary_logloss: 0.31547
[53] training's auc: 0.929423 training's binary_logloss: 0.288924 valid_1's auc: 0.90916 valid_1's binary_logloss: 0.315452
[54] training's auc: 0.92982 training's binary_logloss: 0.288265 valid_1's auc: 0.909151 valid_1's binary_logloss: 0.315413
[55] training's auc: 0.930224 training's binary_logloss: 0.287495 valid_1's auc: 0.909199 valid_1's binary_logloss: 0.315328
[56] training's auc: 0.930622 training's binary_logloss: 0.286832 valid_1's auc: 0.909314 valid_1's binary_logloss: 0.315127
[57] training's auc: 0.930993 training's binary_logloss: 0.286157 valid_1's auc: 0.90924 valid_1's binary_logloss: 0.315217
[58] training's auc: 0.931446 training's binary_logloss: 0.2854 valid_1's auc: 0.909292 valid_1's binary_logloss: 0.315107
[59] training's auc: 0.931865 training's binary_logloss: 0.284664 valid_1's auc: 0.90935 valid_1's binary_logloss: 0.314998
[60] training's auc: 0.932304 training's binary_logloss: 0.283893 valid_1's auc: 0.909479 valid_1's binary_logloss: 0.314774
[61] training's auc: 0.932596 training's binary_logloss: 0.283324 valid_1's auc: 0.909569 valid_1's binary_logloss: 0.314606
[62] training's auc: 0.932942 training's binary_logloss: 0.282717 valid_1's auc: 0.909465 valid_1's binary_logloss: 0.314791
[63] training's auc: 0.933279 training's binary_logloss: 0.282051 valid_1's auc: 0.9095 valid_1's binary_logloss: 0.314703
[64] training's auc: 0.933617 training's binary_logloss: 0.281464 valid_1's auc: 0.909429 valid_1's binary_logloss: 0.314762
[65] training's auc: 0.934009 training's binary_logloss: 0.280806 valid_1's auc: 0.909537 valid_1's binary_logloss: 0.31462
[66] training's auc: 0.934364 training's binary_logloss: 0.280166 valid_1's auc: 0.909726 valid_1's binary_logloss: 0.314341
[67] training's auc: 0.934781 training's binary_logloss: 0.279463 valid_1's auc: 0.909589 valid_1's binary_logloss: 0.314605
[68] training's auc: 0.935231 training's binary_logloss: 0.278684 valid_1's auc: 0.909585 valid_1's binary_logloss: 0.314598
[69] training's auc: 0.935626 training's binary_logloss: 0.278005 valid_1's auc: 0.909444 valid_1's binary_logloss: 0.314833
[70] training's auc: 0.936035 training's binary_logloss: 0.277256 valid_1's auc: 0.909443 valid_1's binary_logloss: 0.314793
[71] training's auc: 0.93643 training's binary_logloss: 0.276571 valid_1's auc: 0.909407 valid_1's binary_logloss: 0.314828
[72] training's auc: 0.936715 training's binary_logloss: 0.276016 valid_1's auc: 0.909323 valid_1's binary_logloss: 0.314963
[73] training's auc: 0.937037 training's binary_logloss: 0.275412 valid_1's auc: 0.909398 valid_1's binary_logloss: 0.314832
[74] training's auc: 0.937423 training's binary_logloss: 0.274768 valid_1's auc: 0.909333 valid_1's binary_logloss: 0.314935
[75] training's auc: 0.937769 training's binary_logloss: 0.274171 valid_1's auc: 0.909337 valid_1's binary_logloss: 0.314937
[76] training's auc: 0.938045 training's binary_logloss: 0.273678 valid_1's auc: 0.909288 valid_1's binary_logloss: 0.314991
[77] training's auc: 0.938324 training's binary_logloss: 0.273147 valid_1's auc: 0.90926 valid_1's binary_logloss: 0.315062
[78] training's auc: 0.938639 training's binary_logloss: 0.272622 valid_1's auc: 0.909123 valid_1's binary_logloss: 0.3153
[79] training's auc: 0.93896 training's binary_logloss: 0.272031 valid_1's auc: 0.909044 valid_1's binary_logloss: 0.315419
[80] training's auc: 0.939432 training's binary_logloss: 0.271281 valid_1's auc: 0.909027 valid_1's binary_logloss: 0.315424
[81] training's auc: 0.939875 training's binary_logloss: 0.270501 valid_1's auc: 0.908981 valid_1's binary_logloss: 0.315514
[82] training's auc: 0.940153 training's binary_logloss: 0.270039 valid_1's auc: 0.908864 valid_1's binary_logloss: 0.315708
[83] training's auc: 0.940425 training's binary_logloss: 0.269556 valid_1's auc: 0.908727 valid_1's binary_logloss: 0.315929
[84] training's auc: 0.940654 training's binary_logloss: 0.269151 valid_1's auc: 0.908764 valid_1's binary_logloss: 0.315832
[85] training's auc: 0.940965 training's binary_logloss: 0.268638 valid_1's auc: 0.908752 valid_1's binary_logloss: 0.315893
[86] training's auc: 0.941263 training's binary_logloss: 0.268093 valid_1's auc: 0.908947 valid_1's binary_logloss: 0.315631
[87] training's auc: 0.941556 training's binary_logloss: 0.267515 valid_1's auc: 0.908812 valid_1's binary_logloss: 0.315914
[88] training's auc: 0.94193 training's binary_logloss: 0.266831 valid_1's auc: 0.90865 valid_1's binary_logloss: 0.31613
[89] training's auc: 0.9422 training's binary_logloss: 0.266364 valid_1's auc: 0.90852 valid_1's binary_logloss: 0.316352
[90] training's auc: 0.94247 training's binary_logloss: 0.265916 valid_1's auc: 0.908552 valid_1's binary_logloss: 0.316321
[91] training's auc: 0.942837 training's binary_logloss: 0.265269 valid_1's auc: 0.908468 valid_1's binary_logloss: 0.316465
[92] training's auc: 0.943187 training's binary_logloss: 0.264657 valid_1's auc: 0.9084 valid_1's binary_logloss: 0.316514
[93] training's auc: 0.943439 training's binary_logloss: 0.264184 valid_1's auc: 0.908392 valid_1's binary_logloss: 0.316535
[94] training's auc: 0.943703 training's binary_logloss: 0.263641 valid_1's auc: 0.908361 valid_1's binary_logloss: 0.316592
[95] training's auc: 0.944094 training's binary_logloss: 0.262963 valid_1's auc: 0.9084 valid_1's binary_logloss: 0.316508
[96] training's auc: 0.944384 training's binary_logloss: 0.262452 valid_1's auc: 0.908366 valid_1's binary_logloss: 0.316614
[97] training's auc: 0.944689 training's binary_logloss: 0.2619 valid_1's auc: 0.908298 valid_1's binary_logloss: 0.316732
[98] training's auc: 0.944953 training's binary_logloss: 0.261448 valid_1's auc: 0.90823 valid_1's binary_logloss: 0.316862
[99] training's auc: 0.945213 training's binary_logloss: 0.260992 valid_1's auc: 0.908218 valid_1's binary_logloss: 0.316893
[100] training's auc: 0.945487 training's binary_logloss: 0.260485 valid_1's auc: 0.908295 valid_1's binary_logloss: 0.316756
[101] training's auc: 0.945726 training's binary_logloss: 0.26005 valid_1's auc: 0.908266 valid_1's binary_logloss: 0.316797
[102] training's auc: 0.945943 training's binary_logloss: 0.259651 valid_1's auc: 0.90811 valid_1's binary_logloss: 0.317032
[103] training's auc: 0.946185 training's binary_logloss: 0.25918 valid_1's auc: 0.908188 valid_1's binary_logloss: 0.316924
[104] training's auc: 0.946497 training's binary_logloss: 0.258627 valid_1's auc: 0.908227 valid_1's binary_logloss: 0.316884
[105] training's auc: 0.946725 training's binary_logloss: 0.258143 valid_1's auc: 0.908166 valid_1's binary_logloss: 0.316992
[106] training's auc: 0.946894 training's binary_logloss: 0.257835 valid_1's auc: 0.908153 valid_1's binary_logloss: 0.317012
[107] training's auc: 0.94723 training's binary_logloss: 0.257227 valid_1's auc: 0.908204 valid_1's binary_logloss: 0.316854
[108] training's auc: 0.947424 training's binary_logloss: 0.256817 valid_1's auc: 0.908166 valid_1's binary_logloss: 0.316962
[109] training's auc: 0.947633 training's binary_logloss: 0.25643 valid_1's auc: 0.908041 valid_1's binary_logloss: 0.317193
[110] training's auc: 0.947945 training's binary_logloss: 0.255922 valid_1's auc: 0.908059 valid_1's binary_logloss: 0.317178
[111] training's auc: 0.948162 training's binary_logloss: 0.255529 valid_1's auc: 0.908079 valid_1's binary_logloss: 0.317194
[112] training's auc: 0.948374 training's binary_logloss: 0.255138 valid_1's auc: 0.908034 valid_1's binary_logloss: 0.317263
[113] training's auc: 0.948584 training's binary_logloss: 0.254786 valid_1's auc: 0.908038 valid_1's binary_logloss: 0.317234
[114] training's auc: 0.948853 training's binary_logloss: 0.254291 valid_1's auc: 0.907864 valid_1's binary_logloss: 0.317574
[115] training's auc: 0.949121 training's binary_logloss: 0.253819 valid_1's auc: 0.907855 valid_1's binary_logloss: 0.317591
[116] training's auc: 0.949336 training's binary_logloss: 0.25338 valid_1's auc: 0.907823 valid_1's binary_logloss: 0.317672
[117] training's auc: 0.949636 training's binary_logloss: 0.25288 valid_1's auc: 0.907811 valid_1's binary_logloss: 0.317668
[118] training's auc: 0.949914 training's binary_logloss: 0.252344 valid_1's auc: 0.907767 valid_1's binary_logloss: 0.317711
[119] training's auc: 0.950208 training's binary_logloss: 0.251852 valid_1's auc: 0.907734 valid_1's binary_logloss: 0.317789
[120] training's auc: 0.950432 training's binary_logloss: 0.251449 valid_1's auc: 0.907705 valid_1's binary_logloss: 0.317855
[121] training's auc: 0.950663 training's binary_logloss: 0.251025 valid_1's auc: 0.907681 valid_1's binary_logloss: 0.317905
[122] training's auc: 0.950878 training's binary_logloss: 0.250611 valid_1's auc: 0.907667 valid_1's binary_logloss: 0.317918
[123] training's auc: 0.951111 training's binary_logloss: 0.250187 valid_1's auc: 0.907709 valid_1's binary_logloss: 0.317874
[124] training's auc: 0.951316 training's binary_logloss: 0.249772 valid_1's auc: 0.907627 valid_1's binary_logloss: 0.317965
[125] training's auc: 0.951555 training's binary_logloss: 0.24932 valid_1's auc: 0.907581 valid_1's binary_logloss: 0.318063
[126] training's auc: 0.951737 training's binary_logloss: 0.248949 valid_1's auc: 0.907574 valid_1's binary_logloss: 0.318086
[127] training's auc: 0.951942 training's binary_logloss: 0.248552 valid_1's auc: 0.907585 valid_1's binary_logloss: 0.318097
[128] training's auc: 0.952183 training's binary_logloss: 0.248129 valid_1's auc: 0.907612 valid_1's binary_logloss: 0.318042
[129] training's auc: 0.952448 training's binary_logloss: 0.247679 valid_1's auc: 0.907655 valid_1's binary_logloss: 0.317964
[130] training's auc: 0.95271 training's binary_logloss: 0.247194 valid_1's auc: 0.907679 valid_1's binary_logloss: 0.317926
[131] training's auc: 0.952958 training's binary_logloss: 0.246708 valid_1's auc: 0.907601 valid_1's binary_logloss: 0.318025
[132] training's auc: 0.953213 training's binary_logloss: 0.24625 valid_1's auc: 0.90753 valid_1's binary_logloss: 0.318149
[133] training's auc: 0.953412 training's binary_logloss: 0.245885 valid_1's auc: 0.907488 valid_1's binary_logloss: 0.318216
[134] training's auc: 0.95354 training's binary_logloss: 0.245598 valid_1's auc: 0.907452 valid_1's binary_logloss: 0.318283
[135] training's auc: 0.953754 training's binary_logloss: 0.245197 valid_1's auc: 0.907404 valid_1's binary_logloss: 0.318365
[136] training's auc: 0.953993 training's binary_logloss: 0.244711 valid_1's auc: 0.907231 valid_1's binary_logloss: 0.318664
[137] training's auc: 0.954225 training's binary_logloss: 0.244277 valid_1's auc: 0.907203 valid_1's binary_logloss: 0.318703
[138] training's auc: 0.954535 training's binary_logloss: 0.243717 valid_1's auc: 0.907218 valid_1's binary_logloss: 0.31866
[139] training's auc: 0.954771 training's binary_logloss: 0.243284 valid_1's auc: 0.907204 valid_1's binary_logloss: 0.318721
[140] training's auc: 0.954957 training's binary_logloss: 0.242917 valid_1's auc: 0.907165 valid_1's binary_logloss: 0.318779
[141] training's auc: 0.955104 training's binary_logloss: 0.242613 valid_1's auc: 0.90709 valid_1's binary_logloss: 0.318913
[142] training's auc: 0.955442 training's binary_logloss: 0.242062 valid_1's auc: 0.907151 valid_1's binary_logloss: 0.318808
[143] training's auc: 0.955742 training's binary_logloss: 0.241528 valid_1's auc: 0.907134 valid_1's binary_logloss: 0.318834
[144] training's auc: 0.955965 training's binary_logloss: 0.241089 valid_1's auc: 0.907162 valid_1's binary_logloss: 0.318833
[145] training's auc: 0.956213 training's binary_logloss: 0.240658 valid_1's auc: 0.907118 valid_1's binary_logloss: 0.318904
[146] training's auc: 0.956461 training's binary_logloss: 0.240184 valid_1's auc: 0.907155 valid_1's binary_logloss: 0.318863
[147] training's auc: 0.956638 training's binary_logloss: 0.239832 valid_1's auc: 0.907099 valid_1's binary_logloss: 0.318944
[148] training's auc: 0.956868 training's binary_logloss: 0.239396 valid_1's auc: 0.907084 valid_1's binary_logloss: 0.318997
[149] training's auc: 0.957153 training's binary_logloss: 0.238905 valid_1's auc: 0.907108 valid_1's binary_logloss: 0.319003
[150] training's auc: 0.957382 training's binary_logloss: 0.238464 valid_1's auc: 0.907142 valid_1's binary_logloss: 0.318934
[151] training's auc: 0.957563 training's binary_logloss: 0.238067 valid_1's auc: 0.907105 valid_1's binary_logloss: 0.319055
[152] training's auc: 0.957759 training's binary_logloss: 0.237697 valid_1's auc: 0.907033 valid_1's binary_logloss: 0.319198
[153] training's auc: 0.957981 training's binary_logloss: 0.237269 valid_1's auc: 0.906977 valid_1's binary_logloss: 0.319328
[154] training's auc: 0.958179 training's binary_logloss: 0.236876 valid_1's auc: 0.906876 valid_1's binary_logloss: 0.319479
[155] training's auc: 0.958337 training's binary_logloss: 0.236558 valid_1's auc: 0.906882 valid_1's binary_logloss: 0.319505
[156] training's auc: 0.958625 training's binary_logloss: 0.236041 valid_1's auc: 0.906925 valid_1's binary_logloss: 0.319485
[157] training's auc: 0.958786 training's binary_logloss: 0.235728 valid_1's auc: 0.906889 valid_1's binary_logloss: 0.319568
[158] training's auc: 0.959018 training's binary_logloss: 0.235225 valid_1's auc: 0.906888 valid_1's binary_logloss: 0.31959
[159] training's auc: 0.959208 training's binary_logloss: 0.234848 valid_1's auc: 0.906899 valid_1's binary_logloss: 0.319614
[160] training's auc: 0.959393 training's binary_logloss: 0.23445 valid_1's auc: 0.906857 valid_1's binary_logloss: 0.319723
[161] training's auc: 0.959552 training's binary_logloss: 0.234133 valid_1's auc: 0.906803 valid_1's binary_logloss: 0.319883
[162] training's auc: 0.959699 training's binary_logloss: 0.233826 valid_1's auc: 0.906785 valid_1's binary_logloss: 0.319909
[163] training's auc: 0.959831 training's binary_logloss: 0.233545 valid_1's auc: 0.906779 valid_1's binary_logloss: 0.319956
[164] training's auc: 0.960036 training's binary_logloss: 0.233065 valid_1's auc: 0.906827 valid_1's binary_logloss: 0.319847
[165] training's auc: 0.96031 training's binary_logloss: 0.232586 valid_1's auc: 0.906835 valid_1's binary_logloss: 0.31986
[166] training's auc: 0.960421 training's binary_logloss: 0.232342 valid_1's auc: 0.906856 valid_1's binary_logloss: 0.319882
Early stopping, best iteration is:
[66] training's auc: 0.934364 training's binary_logloss: 0.280166 valid_1's auc: 0.909726 valid_1's binary_logloss: 0.314341
최적 파라미터: {'max_depth': 20, 'min_child_samples': 20, 'subsample': 0.8}
ROC AUC: 0.9097